Floral resources
### 2010
weighted_fl_abundance.2010 <- bam(log(fl.abund.wt + 0.001) ~
s(bb.sp, bs = "re") +
#s(management, bs = "re") +
#s(site, bs = "re") +
te(yday, elev.mean,
by = bb.sp,
#id = 0,
bs= c("gp", "tp"),
k=c(8, 8),
m=2),
data = filter(fl_abund_wt, year == 2010),
discrete = TRUE,
family = "gaussian",
select = TRUE,
method = "fREML") %>% getViz(nsim = 500)
check.gamViz(weighted_fl_abundance.2010)
##
## Method: fREML Optimizer: perf chol
## $grad
## [1] 6.217249e-15 4.884981e-15 -3.330669e-15 -1.554312e-15 -1.598721e-14
## [6] -7.993606e-15 -6.661338e-16 -4.440892e-15 -1.598721e-14 1.776357e-15
## [11] -1.136868e-13 1.243450e-14 -2.775558e-15 3.108624e-15 4.440892e-15
## [16] 1.776357e-15 0.000000e+00 -2.664535e-15 5.773160e-15 -1.776357e-15
## [21] 1.287859e-14 3.330669e-16 4.440892e-15 1.776357e-15 -1.776357e-15
## [26] 4.440892e-16 -1.110223e-15 2.442491e-15 7.993606e-15 -1.776357e-15
## [31] -8.881784e-16 -2.220446e-15 -2.220446e-16 4.440892e-16 3.552714e-15
## [36] 8.881784e-16 1.110223e-15 -2.664535e-15 -1.110223e-15 2.220446e-15
## [41] 2.220446e-15 -3.552714e-15 -1.110223e-15 -5.240253e-13 4.574119e-14
## [46] -3.086420e-14 8.881784e-15 2.664535e-15 -1.998401e-15 0.000000e+00
##
## $hess
## [,1] [,2] [,3] [,4] [,5]
## 5.0877020543 1.506401e-01 9.560483e-02 2.353610e-03 1.861780e-01
## 0.1506401439 7.060872e-01 8.054751e-02 2.264765e-02 6.677661e-04
## 0.0956048288 8.054751e-02 1.057491e+00 -4.403054e-02 4.092073e-04
## 0.0023536104 2.264765e-02 -4.403054e-02 1.425030e+00 2.256252e-05
## 0.1861779860 6.677661e-04 4.092073e-04 2.256252e-05 4.246723e+00
## -0.2650994759 -7.926736e-04 -4.838028e-04 -2.840162e-05 -1.907121e-02
## 0.4066698281 1.278919e-03 7.815091e-04 4.505122e-05 -1.627612e-01
## 0.0425753303 -1.077321e-03 -6.573004e-04 -3.879563e-05 9.167247e-04
## 0.0417075634 -8.740963e-04 -5.336148e-04 -3.122242e-05 7.472677e-04
## -0.0247684445 2.928174e-04 1.792202e-04 1.007522e-05 -2.555644e-04
## -0.2729385416 -2.037423e-03 -1.243384e-03 -7.311979e-05 1.737115e-03
## -0.0918345773 -6.685675e-04 -4.079105e-04 -2.407534e-05 5.689124e-04
## 0.1428391589 1.274395e-03 7.789334e-04 4.473513e-05 -1.100192e-03
## 0.0069976124 -9.898500e-04 -6.040656e-04 -3.553495e-05 8.438025e-04
## -0.0076615436 2.512054e-04 1.535544e-04 8.807195e-06 -2.170152e-04
## -0.0122804168 1.001364e-04 6.160820e-05 3.180131e-06 -9.101236e-05
## -0.1172276348 -1.402237e-03 -8.553182e-04 -5.068086e-05 1.190691e-03
## -0.0310847209 -3.743368e-04 -2.283420e-04 -1.352210e-05 3.179653e-04
## 0.0430079612 8.940272e-04 5.466907e-04 3.117933e-05 -7.745944e-04
## -0.0475107780 -4.214834e-04 -2.571197e-04 -1.520961e-05 3.582240e-04
## 0.0269884451 3.080262e-04 1.882456e-04 1.083390e-05 -2.656311e-04
## -0.0296755238 -1.920515e-04 -1.168066e-04 -7.222551e-06 1.592455e-04
## 0.0118697063 -9.089874e-04 -5.544289e-04 -3.287263e-05 7.715924e-04
## 0.0123868669 -5.368596e-04 -3.276834e-04 -1.922338e-05 4.583234e-04
## -0.0042952695 -1.697143e-04 -1.032365e-04 -6.369624e-06 1.408994e-04
## -0.0075967762 -5.374382e-04 -3.277888e-04 -1.944996e-05 4.560122e-04
## -0.0010724499 -5.958734e-04 -3.637465e-04 -2.130089e-05 5.091892e-04
## -0.0102345027 6.103587e-04 3.730785e-04 2.141188e-05 -5.271106e-04
## 0.0355303162 -5.138076e-04 -3.134821e-04 -1.850684e-05 4.371599e-04
## -0.0138859604 1.207145e-04 7.388724e-05 4.150727e-06 -1.053951e-04
## -0.0154553711 6.610778e-05 4.079993e-05 1.993428e-06 -6.152899e-05
## 0.0293783865 -2.974263e-04 -1.813246e-04 -1.082921e-05 2.514740e-04
## 0.0222601965 -1.954767e-04 -1.192977e-04 -7.012345e-06 1.667051e-04
## 0.0003294077 -2.944517e-05 -1.784083e-05 -1.163748e-06 2.364699e-05
## -0.0325933278 -3.571862e-04 -2.176943e-04 -1.305716e-05 3.012911e-04
## -0.0041554100 -2.345800e-05 -1.420909e-05 -9.305339e-07 1.879226e-05
## -0.0075793045 -1.543305e-05 -9.136903e-06 -7.877843e-07 9.970956e-06
## 0.0056306819 -1.211550e-04 -7.358808e-05 -4.638525e-06 9.933932e-05
## 0.0469538262 -3.988796e-04 -2.434877e-04 -1.426344e-05 3.407910e-04
## -0.0169714117 9.347581e-05 5.731509e-05 3.130870e-06 -8.274768e-05
## -0.0043605743 6.118393e-05 3.767152e-05 1.919370e-06 -5.593217e-05
## -0.0055548178 -6.747359e-05 -4.109302e-05 -2.491562e-06 5.657384e-05
## -0.0189544012 -2.177579e-04 -1.325750e-04 -8.078192e-06 1.820747e-04
## -0.0152976071 -3.248701e-04 -1.982283e-04 -1.168491e-05 2.766333e-04
## -0.0021747412 -2.603777e-05 -1.584621e-05 -9.709655e-07 2.170240e-05
## -0.0163168725 -2.970361e-04 -1.811429e-04 -1.076837e-05 2.517796e-04
## -0.0027024440 -2.475271e-04 -1.505099e-04 -9.339794e-06 2.048232e-04
## 0.0219608713 -5.103644e-04 -3.115077e-04 -1.827786e-05 4.356605e-04
## -0.0116712649 3.371403e-05 2.101529e-05 8.438410e-07 -3.373317e-05
## d -6.4811484855 -2.086732e+00 -1.799451e+00 -1.399435e+00 -6.638188e+00
## [,6] [,7] [,8] [,9] [,10]
## -2.650995e-01 4.066698e-01 4.257533e-02 4.170756e-02 -2.476844e-02
## -7.926736e-04 1.278919e-03 -1.077321e-03 -8.740963e-04 2.928174e-04
## -4.838028e-04 7.815091e-04 -6.573004e-04 -5.336148e-04 1.792202e-04
## -2.840162e-05 4.505122e-05 -3.879563e-05 -3.122242e-05 1.007522e-05
## -1.907121e-02 -1.627612e-01 9.167247e-04 7.472677e-04 -2.555644e-04
## 2.183557e+00 1.142222e-02 -1.088578e-03 -8.835258e-04 2.964217e-04
## 1.142222e-02 1.221876e+00 1.756158e-03 1.427183e-03 -4.815699e-04
## -1.088578e-03 1.756158e-03 2.078946e+00 4.237369e-02 -8.091760e-03
## -8.835258e-04 1.427183e-03 4.237369e-02 1.128112e+00 2.543153e-02
## 2.964217e-04 -4.815699e-04 -8.091760e-03 2.543153e-02 1.244666e+00
## -2.059003e-03 3.323499e-03 -2.798019e-03 -2.270684e-03 7.613888e-04
## -6.755544e-04 1.089848e-03 -9.181713e-04 -7.449332e-04 2.494950e-04
## 1.289055e-03 -2.087874e-03 1.749910e-03 1.422475e-03 -4.805392e-04
## -1.000322e-03 1.614572e-03 -1.359376e-03 -1.103153e-03 3.698623e-04
## 2.541076e-04 -4.116545e-04 3.449351e-04 2.804182e-04 -9.476927e-05
## 1.016767e-04 -1.670833e-04 1.374221e-04 1.125003e-04 -3.919612e-05
## -1.416676e-03 2.284143e-03 -1.925794e-03 -1.562001e-03 5.224874e-04
## -3.782000e-04 6.098351e-04 -5.141020e-04 -4.170031e-04 1.395138e-04
## 9.045473e-04 -1.466549e-03 1.227568e-03 9.983529e-04 -3.379872e-04
## -4.258512e-04 6.867826e-04 -5.788480e-04 -4.695572e-04 1.571519e-04
## 3.115447e-04 -5.044551e-04 4.229649e-04 3.437715e-04 -1.160570e-04
## -1.937028e-04 3.102958e-04 -2.638238e-04 -2.133211e-04 7.035323e-05
## -9.183248e-04 1.480500e-03 -1.248382e-03 -1.012511e-03 3.386151e-04
## -5.425967e-04 8.761344e-04 -7.372661e-04 -5.984187e-04 2.008128e-04
## -1.711885e-04 2.743222e-04 -2.331358e-04 -1.885381e-04 6.222584e-05
## -5.429426e-04 8.752179e-04 -7.381086e-04 -5.986158e-04 2.001457e-04
## -6.022824e-04 9.727644e-04 -8.183010e-04 -6.642767e-04 2.230397e-04
## 6.173953e-04 -1.000089e-03 8.380985e-04 6.813096e-04 -2.302075e-04
## -5.191720e-04 8.375302e-04 -7.056343e-04 -5.724866e-04 1.917228e-04
## 1.222037e-04 -1.985534e-04 1.657365e-04 1.349297e-04 -4.589025e-05
## 6.724762e-05 -1.112629e-04 9.069826e-05 7.450076e-05 -2.633140e-05
## -3.003968e-04 4.837684e-04 -4.084956e-04 -3.311409e-04 1.104833e-04
## -1.975507e-04 3.188940e-04 -2.684500e-04 -2.178630e-04 7.306287e-05
## -2.963295e-05 4.706461e-05 -4.046239e-05 -3.258358e-05 1.054449e-05
## -3.606931e-04 5.804978e-04 -4.905840e-04 -3.975615e-04 1.324584e-04
## -2.360364e-05 3.746397e-05 -3.223586e-05 -2.595084e-05 8.385797e-06
## -1.532524e-05 2.306065e-05 -2.124897e-05 -1.669123e-05 4.763505e-06
## -1.221014e-04 1.950060e-04 -1.664514e-04 -1.343941e-04 4.402929e-05
## -4.031646e-04 6.511306e-04 -5.477745e-04 -4.446591e-04 1.492840e-04
## 9.472549e-05 -1.545032e-04 1.283193e-04 1.046645e-04 -3.589264e-05
## 6.215257e-05 -1.023032e-04 8.396022e-05 6.878994e-05 -2.405082e-05
## -6.810703e-05 1.094317e-04 -9.267868e-05 -7.504619e-05 2.491441e-05
## -2.197591e-04 3.528336e-04 -2.991111e-04 -2.421162e-04 8.024696e-05
## -3.282811e-04 5.297032e-04 -4.461543e-04 -3.620076e-04 1.212936e-04
## -2.627122e-05 4.214351e-05 -3.576652e-05 -2.893938e-05 9.573672e-06
## -3.000568e-04 4.835552e-04 -4.079488e-04 -3.308079e-04 1.105385e-04
## -2.496196e-04 3.996476e-04 -3.400387e-04 -2.748734e-04 9.054252e-05
## -5.158146e-04 8.328663e-04 -7.008811e-04 -5.688784e-04 1.908885e-04
## 3.449571e-05 -5.830409e-05 4.621453e-05 3.837008e-05 -1.417012e-05
## d -6.223386e+00 -1.375893e+00 -4.912111e+00 -4.945660e+00 -1.247440e+00
## [,11] [,12] [,13] [,14] [,15]
## -2.729385e-01 -9.183458e-02 1.428392e-01 6.997612e-03 -7.661544e-03
## -2.037423e-03 -6.685675e-04 1.274395e-03 -9.898500e-04 2.512054e-04
## -1.243384e-03 -4.079105e-04 7.789334e-04 -6.040656e-04 1.535544e-04
## -7.311979e-05 -2.407534e-05 4.473513e-05 -3.553495e-05 8.807195e-06
## 1.737115e-03 5.689124e-04 -1.100192e-03 8.438025e-04 -2.170152e-04
## -2.059003e-03 -6.755544e-04 1.289055e-03 -1.000322e-03 2.541076e-04
## 3.323499e-03 1.089848e-03 -2.087874e-03 1.614572e-03 -4.116545e-04
## -2.798019e-03 -9.181713e-04 1.749910e-03 -1.359376e-03 3.449351e-04
## -2.270684e-03 -7.449332e-04 1.422475e-03 -1.103153e-03 2.804182e-04
## 7.613888e-04 2.494950e-04 -4.805392e-04 3.698623e-04 -9.476927e-05
## 5.972909e+00 2.220800e-01 3.982532e-01 -2.571048e-03 6.528806e-04
## 2.220800e-01 3.050767e+00 1.153026e-01 -8.436070e-04 2.140623e-04
## 3.982532e-01 1.153026e-01 5.144881e-01 1.608989e-03 -4.105374e-04
## -2.571048e-03 -8.436070e-04 1.608989e-03 1.831502e+00 6.045876e-02
## 6.528806e-04 2.140623e-04 -4.105374e-04 6.045876e-02 7.903803e-01
## 2.608753e-04 8.528423e-05 -1.671081e-04 8.551978e-02 -2.591567e-02
## -3.641546e-03 -1.195115e-03 2.275748e-03 -1.769210e-03 4.485673e-04
## -9.721495e-04 -3.190430e-04 6.076047e-04 -4.723088e-04 1.197643e-04
## 2.323879e-03 7.618139e-04 -1.462808e-03 1.128920e-03 -2.884451e-04
## -1.094618e-03 -3.592233e-04 6.842934e-04 -5.318073e-04 1.348819e-04
## 8.004923e-04 2.624864e-04 -5.030362e-04 3.888814e-04 -9.918249e-05
## -4.982199e-04 -1.637230e-04 3.087461e-04 -2.420836e-04 6.082782e-05
## -2.360562e-03 -7.747247e-04 1.475031e-03 -1.146858e-03 2.907380e-04
## -1.394539e-03 -4.575357e-04 8.731766e-04 -6.775051e-04 1.721280e-04
## -4.402970e-04 -1.446788e-04 2.729711e-04 -2.139378e-04 5.378090e-05
## -1.395654e-03 -4.580574e-04 8.719642e-04 -6.780678e-04 1.718683e-04
## -1.547899e-03 -5.078249e-04 9.695321e-04 -7.520081e-04 1.911260e-04
## 1.586292e-03 5.201132e-04 -9.973561e-04 7.706197e-04 -1.966520e-04
## -1.334454e-03 -4.379049e-04 8.345446e-04 -6.483254e-04 1.645016e-04
## 3.138892e-04 1.028544e-04 -1.981325e-04 1.524787e-04 -3.907487e-05
## 1.724234e-04 5.628797e-05 -1.114300e-04 8.373042e-05 -2.200369e-05
## -7.722532e-04 -2.535049e-04 4.818749e-04 -3.751998e-04 9.497323e-05
## -5.077431e-04 -1.665958e-04 3.177987e-04 -2.466768e-04 6.264588e-05
## -7.628061e-05 -2.510972e-05 4.674683e-05 -3.707021e-05 9.204112e-06
## -9.273189e-04 -3.044472e-04 5.781498e-04 -4.505438e-04 1.139429e-04
## -6.076384e-05 -2.000457e-05 3.720595e-05 -2.952985e-05 7.325229e-06
## -3.964642e-05 -1.318548e-05 2.264124e-05 -1.928497e-05 4.439540e-06
## -3.141456e-04 -1.032955e-04 1.939115e-04 -1.526507e-04 3.819523e-05
## -1.036160e-03 -3.399403e-04 6.489604e-04 -5.033931e-04 1.279306e-04
## 2.432180e-04 7.963415e-05 -1.542957e-04 1.181402e-04 -3.043787e-05
## 1.594410e-04 5.210588e-05 -1.023521e-04 7.743349e-05 -2.020387e-05
## -1.751264e-04 -5.751451e-05 1.089525e-04 -8.508878e-05 2.147004e-05
## -5.651164e-04 -1.856221e-04 3.512345e-04 -2.745773e-04 6.921003e-05
## -8.437794e-04 -2.768760e-04 5.278390e-04 -4.099364e-04 1.040469e-04
## -6.756268e-05 -2.219593e-05 4.194513e-05 -3.282769e-05 8.264691e-06
## -7.713277e-04 -2.531659e-04 4.817305e-04 -3.747455e-04 9.494949e-05
## -6.420766e-04 -2.110200e-04 3.976062e-04 -3.119864e-04 7.833151e-05
## -1.325709e-03 -4.349558e-04 8.300499e-04 -6.440661e-04 1.636262e-04
## 8.825839e-05 2.868201e-05 -5.863500e-05 4.284180e-05 -1.159524e-05
## d -9.566287e+00 -6.707421e+00 -9.114839e-01 -3.317315e+00 -2.601527e+00
## [,16] [,17] [,18] [,19] [,20]
## -1.228042e-02 -1.172276e-01 -3.108472e-02 4.300796e-02 -4.751078e-02
## 1.001364e-04 -1.402237e-03 -3.743368e-04 8.940272e-04 -4.214834e-04
## 6.160820e-05 -8.553182e-04 -2.283420e-04 5.466907e-04 -2.571197e-04
## 3.180131e-06 -5.068086e-05 -1.352210e-05 3.117933e-05 -1.520961e-05
## -9.101236e-05 1.190691e-03 3.179653e-04 -7.745944e-04 3.582240e-04
## 1.016767e-04 -1.416676e-03 -3.782000e-04 9.045473e-04 -4.258512e-04
## -1.670833e-04 2.284143e-03 6.098351e-04 -1.466549e-03 6.867826e-04
## 1.374221e-04 -1.925794e-03 -5.141020e-04 1.227568e-03 -5.788480e-04
## 1.125003e-04 -1.562001e-03 -4.170031e-04 9.983529e-04 -4.695572e-04
## -3.919612e-05 5.224874e-04 1.395138e-04 -3.379872e-04 1.571519e-04
## 2.608753e-04 -3.641546e-03 -9.721495e-04 2.323879e-03 -1.094618e-03
## 8.528423e-05 -1.195115e-03 -3.190430e-04 7.618139e-04 -3.592233e-04
## -1.671081e-04 2.275748e-03 6.076047e-04 -1.462808e-03 6.842934e-04
## 8.551978e-02 -1.769210e-03 -4.723088e-04 1.128920e-03 -5.318073e-04
## -2.591567e-02 4.485673e-04 1.197643e-04 -2.884451e-04 1.348819e-04
## 1.273708e+00 1.781430e-04 4.758595e-05 -1.180319e-04 5.364039e-05
## 1.781430e-04 3.472253e+00 3.354139e-01 1.459495e-01 -7.534976e-04
## 4.758595e-05 3.354139e-01 2.349640e+00 -5.769412e-02 -2.011484e-04
## -1.180319e-04 1.459495e-01 -5.769412e-02 1.224798e+00 4.799746e-04
## 5.364039e-05 -7.534976e-04 -2.011484e-04 4.799746e-04 2.513334e+00
## -4.030718e-05 5.500996e-04 1.468703e-04 -3.533701e-04 5.154603e-01
## 2.329354e-05 -3.439248e-04 -9.179141e-05 2.160070e-04 -8.345157e-02
## 1.154040e-04 -1.625165e-03 -4.338377e-04 1.034477e-03 -4.884552e-04
## 6.891194e-05 -9.594572e-04 -2.561404e-04 6.127434e-04 -2.884145e-04
## 2.063493e-05 -3.038974e-04 -8.110926e-05 1.910025e-04 -9.128692e-05
## 6.817736e-05 -9.609061e-04 -2.565128e-04 6.115040e-04 -2.888042e-04
## 7.662688e-05 -1.064853e-03 -2.842797e-04 6.804271e-04 -3.201045e-04
## -8.008798e-05 1.089919e-03 2.909997e-04 -7.007219e-04 3.277301e-04
## 6.552513e-05 -9.184789e-04 -2.451931e-04 5.854282e-04 -2.760721e-04
## -1.616968e-05 2.153908e-04 5.751349e-05 -1.393617e-04 6.478507e-05
## -9.953902e-06 1.173923e-04 3.136550e-05 -7.890035e-05 3.537155e-05
## 3.747377e-05 -5.319114e-04 -1.419886e-04 3.378128e-04 -1.598536e-04
## 2.504096e-05 -3.493753e-04 -9.326966e-05 2.229878e-04 -1.050199e-04
## 3.349788e-06 -5.284393e-05 -1.409980e-05 3.259764e-05 -1.586061e-05
## 4.479841e-05 -6.388899e-04 -1.705419e-04 4.052064e-04 -1.919919e-04
## 2.655251e-06 -4.210591e-05 -1.123445e-05 2.593797e-05 -1.263694e-05
## 1.057038e-06 -2.805546e-05 -7.473430e-06 1.544438e-05 -8.381148e-06
## 1.437167e-05 -2.171294e-04 -5.794479e-05 1.355087e-04 -6.520258e-05
## 5.127642e-05 -7.128252e-04 -1.902999e-04 4.554382e-04 -2.142808e-04
## -1.284820e-05 1.666209e-04 4.449681e-05 -1.086837e-04 5.013469e-05
## -8.920135e-06 1.087987e-04 2.906420e-05 -7.233698e-05 3.276552e-05
## 8.364241e-06 -1.207387e-04 -3.222762e-05 7.631384e-05 -3.627745e-05
## 2.684797e-05 -3.897357e-04 -1.040258e-04 2.459452e-04 -1.170927e-04
## 4.149537e-05 -5.807020e-04 -1.550228e-04 3.703074e-04 -1.745484e-04
## 3.190470e-06 -4.661168e-05 -1.244094e-05 2.936169e-05 -1.400295e-05
## 3.760783e-05 -5.311196e-04 -1.417805e-04 3.377999e-04 -1.596260e-04
## 2.990048e-05 -4.433327e-04 -1.183206e-04 2.781168e-04 -1.331604e-04
## 6.549841e-05 -9.121123e-04 -2.435008e-04 5.824736e-04 -2.741818e-04
## -5.755179e-06 5.952013e-05 1.591501e-05 -4.183241e-05 1.797277e-05
## d -1.234068e+00 -6.181807e+00 -5.957341e+00 -1.282235e+00 -4.100237e+00
## [,21] [,22] [,23] [,24] [,25]
## 2.698845e-02 -2.967552e-02 1.186971e-02 1.238687e-02 -4.295270e-03
## 3.080262e-04 -1.920515e-04 -9.089874e-04 -5.368596e-04 -1.697143e-04
## 1.882456e-04 -1.168066e-04 -5.544289e-04 -3.276834e-04 -1.032365e-04
## 1.083390e-05 -7.222551e-06 -3.287263e-05 -1.922338e-05 -6.369624e-06
## -2.656311e-04 1.592455e-04 7.715924e-04 4.583234e-04 1.408994e-04
## 3.115447e-04 -1.937028e-04 -9.183248e-04 -5.425967e-04 -1.711885e-04
## -5.044551e-04 3.102958e-04 1.480500e-03 8.761344e-04 2.743222e-04
## 4.229649e-04 -2.638238e-04 -1.248382e-03 -7.372661e-04 -2.331358e-04
## 3.437715e-04 -2.133211e-04 -1.012511e-03 -5.984187e-04 -1.885381e-04
## -1.160570e-04 7.035323e-05 3.386151e-04 2.008128e-04 6.222584e-05
## 8.004923e-04 -4.982199e-04 -2.360562e-03 -1.394539e-03 -4.402970e-04
## 2.624864e-04 -1.637230e-04 -7.747247e-04 -4.575357e-04 -1.446788e-04
## -5.030362e-04 3.087461e-04 1.475031e-03 8.731766e-04 2.729711e-04
## 3.888814e-04 -2.420836e-04 -1.146858e-03 -6.775051e-04 -2.139378e-04
## -9.918249e-05 6.082782e-05 2.907380e-04 1.721280e-04 5.378090e-05
## -4.030718e-05 2.329354e-05 1.154040e-04 6.891194e-05 2.063493e-05
## 5.500996e-04 -3.439248e-04 -1.625165e-03 -9.594572e-04 -3.038974e-04
## 1.468703e-04 -9.179141e-05 -4.338377e-04 -2.561404e-04 -8.110926e-05
## -3.533701e-04 2.160070e-04 1.034477e-03 6.127434e-04 1.910025e-04
## 5.154603e-01 -8.345157e-02 -4.884552e-04 -2.884145e-04 -9.128692e-05
## 3.367879e-01 -7.426320e-02 3.565521e-04 2.110310e-04 6.602977e-05
## -7.426320e-02 8.554987e-01 -2.230015e-04 -1.311547e-04 -4.230547e-05
## 3.565521e-04 -2.230015e-04 2.386609e+00 2.492147e-01 8.520631e-03
## 2.110310e-04 -1.311547e-04 2.492147e-01 1.144497e+00 3.353709e-02
## 6.602977e-05 -4.230547e-05 8.520631e-03 3.353709e-02 1.304540e+00
## 2.107785e-04 -1.318900e-04 -6.229178e-04 -3.677101e-04 -1.165371e-04
## 2.343113e-04 -1.454691e-04 -6.902554e-04 -4.079285e-04 -1.285669e-04
## -2.409556e-04 1.478317e-04 7.064309e-04 4.182112e-04 1.307038e-04
## 2.017157e-04 -1.258373e-04 -5.953983e-04 -3.516214e-04 -1.111994e-04
## -4.785123e-05 2.899516e-05 1.395905e-04 8.278796e-05 2.564591e-05
## -2.685705e-05 1.507200e-05 7.602967e-05 4.558958e-05 1.336508e-05
## 1.164957e-04 -7.317832e-05 -3.448290e-04 -2.034374e-04 -6.465207e-05
## 7.680871e-05 -4.779213e-05 -2.264753e-04 -1.337991e-04 -4.223619e-05
## 1.131940e-05 -7.509076e-06 -3.427415e-05 -2.005776e-05 -6.623269e-06
## 1.397810e-04 -8.803188e-05 -4.141906e-04 -2.442659e-04 -7.776879e-05
## 9.009835e-06 -5.992086e-06 -2.731016e-05 -1.597629e-05 -5.284838e-06
## 5.518276e-06 -4.448765e-06 -1.822815e-05 -1.035273e-05 -3.903565e-06
## 4.692401e-05 -3.046456e-05 -1.408018e-04 -8.266447e-05 -2.688801e-05
## 1.568382e-04 -9.739061e-05 -4.620660e-04 -2.730646e-04 -8.607419e-05
## -3.724790e-05 2.221231e-05 1.079689e-04 6.418218e-05 1.965670e-05
## -2.468320e-05 1.416410e-05 7.047733e-05 4.212697e-05 1.255046e-05
## 2.634672e-05 -1.670169e-05 -7.827906e-05 -4.612005e-05 -1.475157e-05
## 8.494231e-05 -5.400867e-05 -2.526856e-04 -1.488101e-04 -4.769814e-05
## 1.275794e-04 -7.951650e-05 -3.764335e-04 -2.223380e-04 -7.026883e-05
## 1.014498e-05 -6.472468e-06 -3.022164e-05 -1.778899e-05 -5.715612e-06
## 1.164516e-04 -7.294778e-05 -3.443074e-04 -2.032125e-04 -6.445393e-05
## 9.618804e-05 -6.184575e-05 -2.874633e-04 -1.690120e-04 -5.460096e-05
## 2.006087e-04 -1.246912e-04 -5.912524e-04 -3.493596e-04 -1.101992e-04
## -1.409948e-05 7.188036e-06 3.851746e-05 2.340560e-05 6.396159e-06
## d -3.344803e+00 -9.605782e-01 -4.518452e+00 -4.448711e+00 -1.297074e+00
## [,26] [,27] [,28] [,29] [,30]
## -7.596776e-03 -1.072450e-03 -1.023450e-02 3.553032e-02 -1.388596e-02
## -5.374382e-04 -5.958734e-04 6.103587e-04 -5.138076e-04 1.207145e-04
## -3.277888e-04 -3.637465e-04 3.730785e-04 -3.134821e-04 7.388724e-05
## -1.944996e-05 -2.130089e-05 2.141188e-05 -1.850684e-05 4.150727e-06
## 4.560122e-04 5.091892e-04 -5.271106e-04 4.371599e-04 -1.053951e-04
## -5.429426e-04 -6.022824e-04 6.173953e-04 -5.191720e-04 1.222037e-04
## 8.752179e-04 9.727644e-04 -1.000089e-03 8.375302e-04 -1.985534e-04
## -7.381086e-04 -8.183010e-04 8.380985e-04 -7.056343e-04 1.657365e-04
## -5.986158e-04 -6.642767e-04 6.813096e-04 -5.724866e-04 1.349297e-04
## 2.001457e-04 2.230397e-04 -2.302075e-04 1.917228e-04 -4.589025e-05
## -1.395654e-03 -1.547899e-03 1.586292e-03 -1.334454e-03 3.138892e-04
## -4.580574e-04 -5.078249e-04 5.201132e-04 -4.379049e-04 1.028544e-04
## 8.719642e-04 9.695321e-04 -9.973561e-04 8.345446e-04 -1.981325e-04
## -6.780678e-04 -7.520081e-04 7.706197e-04 -6.483254e-04 1.524787e-04
## 1.718683e-04 1.911260e-04 -1.966520e-04 1.645016e-04 -3.907487e-05
## 6.817736e-05 7.662688e-05 -8.008798e-05 6.552513e-05 -1.616968e-05
## -9.609061e-04 -1.064853e-03 1.089919e-03 -9.184789e-04 2.153908e-04
## -2.565128e-04 -2.842797e-04 2.909997e-04 -2.451931e-04 5.751349e-05
## 6.115040e-04 6.804271e-04 -7.007219e-04 5.854282e-04 -1.393617e-04
## -2.888042e-04 -3.201045e-04 3.277301e-04 -2.760721e-04 6.478507e-05
## 2.107785e-04 2.343113e-04 -2.409556e-04 2.017157e-04 -4.785123e-05
## -1.318900e-04 -1.454691e-04 1.478317e-04 -1.258373e-04 2.899516e-05
## -6.229178e-04 -6.902554e-04 7.064309e-04 -5.953983e-04 1.395905e-04
## -3.677101e-04 -4.079285e-04 4.182112e-04 -3.516214e-04 8.278796e-05
## -1.165371e-04 -1.285669e-04 1.307038e-04 -1.111994e-04 2.564591e-05
## 1.498930e+00 7.367721e-02 1.253359e-01 -3.520309e-04 8.250760e-05
## 7.367721e-02 6.240145e-01 3.679594e-02 -3.902678e-04 9.195225e-05
## 1.253359e-01 3.679594e-02 1.254275e+00 3.996946e-04 -9.491786e-05
## -3.520309e-04 -3.902678e-04 3.996946e-04 3.186086e+00 4.182422e-01
## 8.250760e-05 9.195225e-05 -9.491786e-05 4.182422e-01 1.311025e+00
## 4.490227e-05 5.072831e-05 -5.341676e-05 -9.800506e-02 -1.251774e-01
## -2.038963e-04 -2.257587e-04 2.307733e-04 -1.948289e-04 4.554369e-05
## -1.339004e-04 -1.485142e-04 1.522092e-04 -1.280313e-04 3.012089e-05
## -2.027812e-05 -2.222822e-05 2.237583e-05 -1.930163e-05 4.344281e-06
## -2.449163e-04 -2.710496e-04 2.768734e-04 -2.339822e-04 5.460095e-05
## -1.615836e-05 -1.770396e-05 1.780856e-05 -1.537749e-05 3.454817e-06
## -1.080765e-05 -1.141401e-05 1.081458e-05 -1.014292e-05 1.957725e-06
## -8.328521e-05 -9.165935e-05 9.283692e-05 -7.939619e-05 1.814392e-05
## -2.731843e-04 -3.031111e-04 3.108245e-04 -2.612472e-04 6.154498e-05
## 6.380617e-05 7.131432e-05 -7.392765e-05 6.119081e-05 -1.480286e-05
## 4.163288e-05 4.685102e-05 -4.905600e-05 4.003274e-05 -9.922337e-06
## -4.629069e-05 -5.116884e-05 5.217374e-05 -4.420369e-05 1.026937e-05
## -1.494317e-04 -1.650881e-04 1.681898e-04 -1.426643e-04 3.307568e-05
## -2.225652e-04 -2.467804e-04 2.528039e-04 -2.127846e-04 5.000368e-05
## -1.787294e-05 -1.973323e-05 2.008493e-05 -1.705942e-05 3.945882e-06
## -2.035818e-04 -2.255245e-04 2.307100e-04 -1.945663e-04 4.556767e-05
## -1.700187e-04 -1.874479e-04 1.903751e-04 -1.621910e-04 3.731510e-05
## -3.495660e-04 -3.877920e-04 3.975551e-04 -3.342686e-04 7.869644e-05
## 2.272531e-05 2.610043e-05 -2.812908e-05 2.202742e-05 -5.851260e-06
## d -2.731488e+00 -1.553635e+00 -1.321309e+00 -4.458861e+00 -4.123461e+00
## [,31] [,32] [,33] [,34] [,35]
## -1.545537e-02 2.937839e-02 2.226020e-02 3.294077e-04 -3.259333e-02
## 6.610778e-05 -2.974263e-04 -1.954767e-04 -2.944517e-05 -3.571862e-04
## 4.079993e-05 -1.813246e-04 -1.192977e-04 -1.784083e-05 -2.176943e-04
## 1.993428e-06 -1.082921e-05 -7.012345e-06 -1.163748e-06 -1.305716e-05
## -6.152899e-05 2.514740e-04 1.667051e-04 2.364699e-05 3.012911e-04
## 6.724762e-05 -3.003968e-04 -1.975507e-04 -2.963295e-05 -3.606931e-04
## -1.112629e-04 4.837684e-04 3.188940e-04 4.706461e-05 5.804978e-04
## 9.069826e-05 -4.084956e-04 -2.684500e-04 -4.046239e-05 -4.905840e-04
## 7.450076e-05 -3.311409e-04 -2.178630e-04 -3.258358e-05 -3.975615e-04
## -2.633140e-05 1.104833e-04 7.306287e-05 1.054449e-05 1.324584e-04
## 1.724234e-04 -7.722532e-04 -5.077431e-04 -7.628061e-05 -9.273189e-04
## 5.628797e-05 -2.535049e-04 -1.665958e-04 -2.510972e-05 -3.044472e-04
## -1.114300e-04 4.818749e-04 3.177987e-04 4.674683e-05 5.781498e-04
## 8.373042e-05 -3.751998e-04 -2.466768e-04 -3.707021e-05 -4.505438e-04
## -2.200369e-05 9.497323e-05 6.264588e-05 9.204112e-06 1.139429e-04
## -9.953902e-06 3.747377e-05 2.504096e-05 3.349788e-06 4.479841e-05
## 1.173923e-04 -5.319114e-04 -3.493753e-04 -5.284393e-05 -6.388899e-04
## 3.136550e-05 -1.419886e-04 -9.326966e-05 -1.409980e-05 -1.705419e-04
## -7.890035e-05 3.378128e-04 2.229878e-04 3.259764e-05 4.052064e-04
## 3.537155e-05 -1.598536e-04 -1.050199e-04 -1.586061e-05 -1.919919e-04
## -2.685705e-05 1.164957e-04 7.680871e-05 1.131940e-05 1.397810e-04
## 1.507200e-05 -7.317832e-05 -4.779213e-05 -7.509076e-06 -8.803188e-05
## 7.602967e-05 -3.448290e-04 -2.264753e-04 -3.427415e-05 -4.141906e-04
## 4.558958e-05 -2.034374e-04 -1.337991e-04 -2.005776e-05 -2.442659e-04
## 1.336508e-05 -6.465207e-05 -4.223619e-05 -6.623269e-06 -7.776879e-05
## 4.490227e-05 -2.038963e-04 -1.339004e-04 -2.027812e-05 -2.449163e-04
## 5.072831e-05 -2.257587e-04 -1.485142e-04 -2.222822e-05 -2.710496e-04
## -5.341676e-05 2.307733e-04 1.522092e-04 2.237583e-05 2.768734e-04
## -9.800506e-02 -1.948289e-04 -1.280313e-04 -1.930163e-05 -2.339822e-04
## -1.251774e-01 4.554369e-05 3.012089e-05 4.344281e-06 5.460095e-05
## 8.846495e-01 2.461595e-05 1.655355e-05 2.109099e-06 2.937548e-05
## 2.461595e-05 4.097782e-01 -3.146487e-02 -3.033197e-02 -1.356632e-04
## 1.655355e-05 -3.146487e-02 5.907294e-01 -5.756966e-02 -8.896423e-05
## 2.109099e-06 -3.033197e-02 -5.756966e-02 1.388998e+00 -1.360304e-05
## 2.937548e-05 -1.356632e-04 -8.896423e-05 -1.360304e-05 1.106613e+00
## 1.668036e-06 -8.994578e-06 -5.827474e-06 -9.638591e-07 4.955450e-02
## 4.692972e-07 -6.121894e-06 -3.797344e-06 -8.036350e-07 1.271241e-02
## 9.214050e-06 -4.625995e-05 -3.013237e-05 -4.816434e-06 -5.568921e-05
## 3.394143e-05 -1.511289e-04 -9.941498e-05 -1.488404e-05 -1.814501e-04
## -8.711361e-06 3.517005e-05 2.334158e-05 3.283630e-06 4.212387e-05
## -6.166708e-06 2.286911e-05 1.530511e-05 2.023852e-06 2.732751e-05
## 5.459602e-06 -2.565633e-05 -1.680041e-05 -2.593816e-06 -3.084189e-05
## 1.748688e-05 -8.284406e-05 -5.421233e-05 -8.406913e-06 -9.960610e-05
## 2.740067e-05 -1.231670e-04 -8.095502e-05 -1.218802e-05 -1.479110e-04
## 2.072917e-06 -9.911702e-06 -6.481232e-06 -1.010097e-06 -1.191959e-05
## 2.475048e-05 -1.127128e-04 -7.400141e-05 -1.122544e-05 -1.353975e-04
## 1.931496e-05 -9.435251e-05 -6.159084e-05 -9.708014e-06 -1.135188e-04
## 4.332818e-05 -1.934011e-04 -1.271951e-04 -1.907096e-05 -2.322168e-04
## -4.162782e-06 1.235270e-05 8.478052e-06 9.088087e-07 1.465609e-05
## d -9.765132e-01 -1.758022e+00 -1.996082e+00 -1.369980e+00 -3.073769e+00
## [,36] [,37] [,38] [,39] [,40]
## -4.155410e-03 -7.579304e-03 5.630682e-03 4.695383e-02 -1.697141e-02
## -2.345800e-05 -1.543305e-05 -1.211550e-04 -3.988796e-04 9.347581e-05
## -1.420909e-05 -9.136903e-06 -7.358808e-05 -2.434877e-04 5.731509e-05
## -9.305339e-07 -7.877843e-07 -4.638525e-06 -1.426344e-05 3.130870e-06
## 1.879226e-05 9.970956e-06 9.933932e-05 3.407910e-04 -8.274768e-05
## -2.360364e-05 -1.532524e-05 -1.221014e-04 -4.031646e-04 9.472549e-05
## 3.746397e-05 2.306065e-05 1.950060e-04 6.511306e-04 -1.545032e-04
## -3.223586e-05 -2.124897e-05 -1.664514e-04 -5.477745e-04 1.283193e-04
## -2.595084e-05 -1.669123e-05 -1.343941e-04 -4.446591e-04 1.046645e-04
## 8.385797e-06 4.763505e-06 4.402929e-05 1.492840e-04 -3.589264e-05
## -6.076384e-05 -3.964642e-05 -3.141456e-04 -1.036160e-03 2.432180e-04
## -2.000457e-05 -1.318548e-05 -1.032955e-04 -3.399403e-04 7.963415e-05
## 3.720595e-05 2.264124e-05 1.939115e-04 6.489604e-04 -1.542957e-04
## -2.952985e-05 -1.928497e-05 -1.526507e-04 -5.033931e-04 1.181402e-04
## 7.325229e-06 4.439540e-06 3.819523e-05 1.279306e-04 -3.043787e-05
## 2.655251e-06 1.057038e-06 1.437167e-05 5.127642e-05 -1.284820e-05
## -4.210591e-05 -2.805546e-05 -2.171294e-04 -7.128252e-04 1.666209e-04
## -1.123445e-05 -7.473430e-06 -5.794479e-05 -1.902999e-04 4.449681e-05
## 2.593797e-05 1.544438e-05 1.355087e-04 4.554382e-04 -1.086837e-04
## -1.263694e-05 -8.381148e-06 -6.520258e-05 -2.142808e-04 5.013469e-05
## 9.009835e-06 5.518276e-06 4.692401e-05 1.568382e-04 -3.724790e-05
## -5.992086e-06 -4.448765e-06 -3.046456e-05 -9.739061e-05 2.221231e-05
## -2.731016e-05 -1.822815e-05 -1.408018e-04 -4.620660e-04 1.079689e-04
## -1.597629e-05 -1.035273e-05 -8.266447e-05 -2.730646e-04 6.418218e-05
## -5.284838e-06 -3.903565e-06 -2.688801e-05 -8.607419e-05 1.965670e-05
## -1.615836e-05 -1.080765e-05 -8.328521e-05 -2.731843e-04 6.380617e-05
## -1.770396e-05 -1.141401e-05 -9.165935e-05 -3.031111e-04 7.131432e-05
## 1.780856e-05 1.081458e-05 9.283692e-05 3.108245e-04 -7.392765e-05
## -1.537749e-05 -1.014292e-05 -7.939619e-05 -2.612472e-04 6.119081e-05
## 3.454817e-06 1.957725e-06 1.814392e-05 6.154498e-05 -1.480286e-05
## 1.668036e-06 4.692972e-07 9.214050e-06 3.394143e-05 -8.711361e-06
## -8.994578e-06 -6.121894e-06 -4.625995e-05 -1.511289e-04 3.517005e-05
## -5.827474e-06 -3.797344e-06 -3.013237e-05 -9.941498e-05 2.334158e-05
## -9.638591e-07 -8.036350e-07 -4.816434e-06 -1.488404e-05 3.283630e-06
## 4.955450e-02 1.271241e-02 -5.568921e-05 -1.814501e-04 4.212387e-05
## 1.222843e+00 -2.535896e-02 -3.845913e-06 -1.185473e-05 2.608577e-06
## -2.535896e-02 1.299628e+00 -2.983681e-06 -7.650385e-06 1.336496e-06
## -3.845913e-06 -2.983681e-06 1.346172e+00 1.210276e-01 1.137992e-02
## -1.185473e-05 -7.650385e-06 1.210276e-01 4.783345e-01 -2.631468e-02
## 2.608577e-06 1.336496e-06 1.137992e-02 -2.631468e-02 1.365939e+00
## 1.603389e-06 5.947515e-07 8.719951e-06 3.135031e-05 -7.901597e-06
## -2.068414e-06 -1.463958e-06 -1.058449e-05 -3.425527e-05 7.903216e-06
## -6.705162e-06 -4.804740e-06 -3.425536e-05 -1.105207e-04 2.542574e-05
## -9.709589e-06 -6.377411e-06 -5.015776e-05 -1.651954e-04 3.872557e-05
## -8.057855e-07 -5.853746e-07 -4.108998e-06 -1.321092e-05 3.029312e-06
## -8.945432e-06 -6.013337e-06 -4.607882e-05 -1.509702e-04 3.522476e-05
## -7.747732e-06 -5.800539e-06 -3.934443e-05 -1.254965e-04 2.856160e-05
## -1.519038e-05 -9.848701e-06 -7.859306e-05 -2.595855e-04 6.100773e-05
## 7.123169e-07 -1.330932e-07 4.252831e-06 1.745613e-05 -4.816292e-06
## d -3.160174e+00 -1.282180e+00 -2.257704e+00 -1.586872e+00 -1.341766e+00
## [,41] [,42] [,43] [,44] [,45]
## -4.360574e-03 -5.554818e-03 -1.895440e-02 -1.529761e-02 -2.174741e-03
## 6.118393e-05 -6.747359e-05 -2.177579e-04 -3.248701e-04 -2.603777e-05
## 3.767152e-05 -4.109302e-05 -1.325750e-04 -1.982283e-04 -1.584621e-05
## 1.919370e-06 -2.491562e-06 -8.078192e-06 -1.168491e-05 -9.709655e-07
## -5.593217e-05 5.657384e-05 1.820747e-04 2.766333e-04 2.170240e-05
## 6.215257e-05 -6.810703e-05 -2.197591e-04 -3.282811e-04 -2.627122e-05
## -1.023032e-04 1.094317e-04 3.528336e-04 5.297032e-04 4.214351e-05
## 8.396022e-05 -9.267868e-05 -2.991111e-04 -4.461543e-04 -3.576652e-05
## 6.878994e-05 -7.504619e-05 -2.421162e-04 -3.620076e-04 -2.893938e-05
## -2.405082e-05 2.491441e-05 8.024696e-05 1.212936e-04 9.573672e-06
## 1.594410e-04 -1.751264e-04 -5.651164e-04 -8.437794e-04 -6.756268e-05
## 5.210588e-05 -5.751451e-05 -1.856221e-04 -2.768760e-04 -2.219593e-05
## -1.023521e-04 1.089525e-04 3.512345e-04 5.278390e-04 4.194513e-05
## 7.743349e-05 -8.508878e-05 -2.745773e-04 -4.099364e-04 -3.282769e-05
## -2.020387e-05 2.147004e-05 6.921003e-05 1.040469e-04 8.264691e-06
## -8.920135e-06 8.364241e-06 2.684797e-05 4.149537e-05 3.190470e-06
## 1.087987e-04 -1.207387e-04 -3.897357e-04 -5.807020e-04 -4.661168e-05
## 2.906420e-05 -3.222762e-05 -1.040258e-04 -1.550228e-04 -1.244094e-05
## -7.233698e-05 7.631384e-05 2.459452e-04 3.703074e-04 2.936169e-05
## 3.276552e-05 -3.627745e-05 -1.170927e-04 -1.745484e-04 -1.400295e-05
## -2.468320e-05 2.634672e-05 8.494231e-05 1.275794e-04 1.014498e-05
## 1.416410e-05 -1.670169e-05 -5.400867e-05 -7.951650e-05 -6.472468e-06
## 7.047733e-05 -7.827906e-05 -2.526856e-04 -3.764335e-04 -3.022164e-05
## 4.212697e-05 -4.612005e-05 -1.488101e-04 -2.223380e-04 -1.778899e-05
## 1.255046e-05 -1.475157e-05 -4.769814e-05 -7.026883e-05 -5.715612e-06
## 4.163288e-05 -4.629069e-05 -1.494317e-04 -2.225652e-04 -1.787294e-05
## 4.685102e-05 -5.116884e-05 -1.650881e-04 -2.467804e-04 -1.973323e-05
## -4.905600e-05 5.217374e-05 1.681898e-04 2.528039e-04 2.008493e-05
## 4.003274e-05 -4.420369e-05 -1.426643e-04 -2.127846e-04 -1.705942e-05
## -9.922337e-06 1.026937e-05 3.307568e-05 5.000368e-05 3.945882e-06
## -6.166708e-06 5.459602e-06 1.748688e-05 2.740067e-05 2.072917e-06
## 2.286911e-05 -2.565633e-05 -8.284406e-05 -1.231670e-04 -9.911702e-06
## 1.530511e-05 -1.680041e-05 -5.421233e-05 -8.095502e-05 -6.481232e-06
## 2.023852e-06 -2.593816e-06 -8.406913e-06 -1.218802e-05 -1.010097e-06
## 2.732751e-05 -3.084189e-05 -9.960610e-05 -1.479110e-04 -1.191959e-05
## 1.603389e-06 -2.068414e-06 -6.705162e-06 -9.709589e-06 -8.057855e-07
## 5.947515e-07 -1.463958e-06 -4.804740e-06 -6.377411e-06 -5.853746e-07
## 8.719951e-06 -1.058449e-05 -3.425536e-05 -5.015776e-05 -4.108998e-06
## 3.135031e-05 -3.425527e-05 -1.105207e-04 -1.651954e-04 -1.321092e-05
## -7.901597e-06 7.903216e-06 2.542574e-05 3.872557e-05 3.029312e-06
## 1.536116e+00 -7.062325e-02 4.166299e-02 2.535535e-05 1.941936e-06
## -7.062325e-02 5.154475e-01 -4.462626e-02 -2.793935e-05 -2.259521e-06
## 4.166299e-02 -4.462626e-02 1.203685e+00 -9.016659e-05 -7.303859e-06
## 2.535535e-05 -2.793935e-05 -9.016659e-05 6.513925e-01 1.865211e-01
## 1.941936e-06 -2.259521e-06 -7.303859e-06 1.865211e-01 7.445643e-01
## 2.296132e-05 -2.559527e-05 -8.263088e-05 1.075242e-01 -9.436281e-02
## 1.817441e-05 -2.154429e-05 -6.967887e-05 -1.024836e-04 -8.351832e-06
## 4.003952e-05 -4.384580e-05 -1.414731e-04 -2.113649e-04 -1.691207e-05
## -3.597700e-06 2.682822e-06 8.530940e-06 1.398433e-05 1.002794e-06
## d -2.823970e+00 -1.653394e+00 -1.200168e+00 -2.045574e+00 -1.496240e+00
## [,46] [,47] [,48] [,49] [,50]
## -1.631687e-02 -2.702444e-03 2.196087e-02 -1.167126e-02 -6.4811485
## -2.970361e-04 -2.475271e-04 -5.103644e-04 3.371403e-05 -2.0867323
## -1.811429e-04 -1.505099e-04 -3.115077e-04 2.101529e-05 -1.7994511
## -1.076837e-05 -9.339794e-06 -1.827786e-05 8.438410e-07 -1.3994352
## 2.517796e-04 2.048232e-04 4.356605e-04 -3.373317e-05 -6.6381877
## -3.000568e-04 -2.496196e-04 -5.158146e-04 3.449571e-05 -6.2233860
## 4.835552e-04 3.996476e-04 8.328663e-04 -5.830409e-05 -1.3758931
## -4.079488e-04 -3.400387e-04 -7.008811e-04 4.621453e-05 -4.9121115
## -3.308079e-04 -2.748734e-04 -5.688784e-04 3.837008e-05 -4.9456600
## 1.105385e-04 9.054252e-05 1.908885e-04 -1.417012e-05 -1.2474400
## -7.713277e-04 -6.420766e-04 -1.325709e-03 8.825839e-05 -9.5662871
## -2.531659e-04 -2.110200e-04 -4.349558e-04 2.868201e-05 -6.7074211
## 4.817305e-04 3.976062e-04 8.300499e-04 -5.863500e-05 -0.9114839
## -3.747455e-04 -3.119864e-04 -6.440661e-04 4.284180e-05 -3.3173145
## 9.494949e-05 7.833151e-05 1.636262e-04 -1.159524e-05 -2.6015272
## 3.760783e-05 2.990048e-05 6.549841e-05 -5.755179e-06 -1.2340677
## -5.311196e-04 -4.433327e-04 -9.121123e-04 5.952013e-05 -6.1818072
## -1.417805e-04 -1.183206e-04 -2.435008e-04 1.591501e-05 -5.9573411
## 3.377999e-04 2.781168e-04 5.824736e-04 -4.183241e-05 -1.2822346
## -1.596260e-04 -1.331604e-04 -2.741818e-04 1.797277e-05 -4.1002366
## 1.164516e-04 9.618804e-05 2.006087e-04 -1.409948e-05 -3.3448028
## -7.294778e-05 -6.184575e-05 -1.246912e-04 7.188036e-06 -0.9605782
## -3.443074e-04 -2.874633e-04 -5.912524e-04 3.851746e-05 -4.5184521
## -2.032125e-04 -1.690120e-04 -3.493596e-04 2.340560e-05 -4.4487109
## -6.445393e-05 -5.460096e-05 -1.101992e-04 6.396159e-06 -1.2970740
## -2.035818e-04 -1.700187e-04 -3.495660e-04 2.272531e-05 -2.7314883
## -2.255245e-04 -1.874479e-04 -3.877920e-04 2.610043e-05 -1.5536348
## 2.307100e-04 1.903751e-04 3.975551e-04 -2.812908e-05 -1.3213093
## -1.945663e-04 -1.621910e-04 -3.342686e-04 2.202742e-05 -4.4588607
## 4.556767e-05 3.731510e-05 7.869644e-05 -5.851260e-06 -4.1234614
## 2.475048e-05 1.931496e-05 4.332818e-05 -4.162782e-06 -0.9765132
## -1.127128e-04 -9.435251e-05 -1.934011e-04 1.235270e-05 -1.7580223
## -7.400141e-05 -6.159084e-05 -1.271951e-04 8.478052e-06 -1.9960823
## -1.122544e-05 -9.708014e-06 -1.907096e-05 9.088087e-07 -1.3699801
## -1.353975e-04 -1.135188e-04 -2.322168e-04 1.465609e-05 -3.0737694
## -8.945432e-06 -7.747732e-06 -1.519038e-05 7.123169e-07 -3.1601740
## -6.013337e-06 -5.800539e-06 -9.848701e-06 -1.330932e-07 -1.2821800
## -4.607882e-05 -3.934443e-05 -7.859306e-05 4.252831e-06 -2.2577037
## -1.509702e-04 -1.254965e-04 -2.595855e-04 1.745613e-05 -1.5868724
## 3.522476e-05 2.856160e-05 6.100773e-05 -4.816292e-06 -1.3417663
## 2.296132e-05 1.817441e-05 4.003952e-05 -3.597700e-06 -2.8239701
## -2.559527e-05 -2.154429e-05 -4.384580e-05 2.682822e-06 -1.6533939
## -8.263088e-05 -6.967887e-05 -1.414731e-04 8.530940e-06 -1.2001677
## 1.075242e-01 -1.024836e-04 -2.113649e-04 1.398433e-05 -2.0455745
## -9.436281e-02 -8.351832e-06 -1.691207e-05 1.002794e-06 -1.4962401
## 9.104730e-01 -9.404193e-05 -1.931859e-04 1.249632e-05 -1.0326649
## -9.404193e-05 2.283718e+00 1.073640e-01 -1.830351e-01 -4.4084055
## -1.931859e-04 1.073640e-01 6.852378e-01 -1.370289e-02 -4.2974092
## 1.249632e-05 -1.830351e-01 -1.370289e-02 1.311735e+00 -1.2838860
## d -1.032665e+00 -4.408406e+00 -4.297409e+00 -1.283886e+00 1527.5000000
##
## Model rank = 1025 / 1025
##
## Basis dimension (k) checking results. Low p-value (k-index<1) may
## indicate that k is too low, especially if edf is close to k'.
##
## k' edf k-index p-value
## s(bb.sp) 16.00 12.96 NA NA
## te(yday,elev.mean):bb.spbss 63.00 10.57 0.45 <2e-16 ***
## te(yday,elev.mean):bb.spgers 63.00 28.47 0.45 <2e-16 ***
## te(yday,elev.mean):bb.sphort 63.00 22.21 0.45 <2e-16 ***
## te(yday,elev.mean):bb.sphumi 63.00 34.37 0.45 <2e-16 ***
## te(yday,elev.mean):bb.sphypn 63.00 14.31 0.45 <2e-16 ***
## te(yday,elev.mean):bb.spjone 63.00 26.84 0.45 <2e-16 ***
## te(yday,elev.mean):bb.splapi 63.00 16.81 0.45 <2e-16 ***
## te(yday,elev.mean):bb.spmend 63.00 20.53 0.45 <2e-16 ***
## te(yday,elev.mean):bb.spmont 63.00 11.21 0.45 <2e-16 ***
## te(yday,elev.mean):bb.spmuci 63.00 19.12 0.45 <2e-16 ***
## te(yday,elev.mean):bb.sppasc 63.00 10.25 0.45 <2e-16 ***
## te(yday,elev.mean):bb.spprat 63.00 15.03 0.45 <2e-16 ***
## te(yday,elev.mean):bb.sppsit 63.00 10.37 0.45 <2e-16 ***
## te(yday,elev.mean):bb.sppyre 63.00 11.36 0.45 <2e-16 ***
## te(yday,elev.mean):bb.spsoro 63.00 9.15 0.45 <2e-16 ***
## te(yday,elev.mean):bb.spwurf 63.00 19.98 0.45 <2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.

weighted_fl_abundance.2010.sum <- summary(weighted_fl_abundance.2010)
print(plot(weighted_fl_abundance.2010, allTerms = TRUE), pages = 4)
## Hit <Return> to see next plot:

## Hit <Return> to see next plot:

## Hit <Return> to see next plot:

## Hit <Return> to see next plot:

weighted_fl_abundance.2010.ck <- check2D(weighted_fl_abundance.2010,
x1 = "yday", x2 = "elev.mean")
### 2011
weighted_fl_abundance.2011 <- bam(log(fl.abund.wt + 0.001) ~
s(bb.sp, bs = "re") +
#s(management, bs = "re") +
#s(site, bs = "re") +
te(yday, elev.mean,
by = bb.sp,
#id = 0,
bs= c("gp", "tp"),
k=c(8, 8),
m=2),
data = filter(fl_abund_wt, year == 2011),
discrete = TRUE,
family = "gaussian",
select = TRUE,
method = "fREML") %>% getViz(nsim = 500)
check.gamViz(weighted_fl_abundance.2011)
##
## Method: fREML Optimizer: perf chol
## $grad
## [1] 1.332268e-14 -5.773160e-15 -7.549517e-15 0.000000e+00 7.105427e-15
## [6] 0.000000e+00 -1.776357e-15 1.865175e-14 8.881784e-15 -2.664535e-15
## [11] 3.552714e-15 3.552714e-15 2.220446e-15 -1.687539e-14 7.993606e-15
## [16] 1.110223e-15 -9.769963e-15 9.769963e-15 6.661338e-16 5.329071e-15
## [21] 1.065814e-14 -2.220446e-15 1.154632e-14 -5.329071e-15 -6.661338e-16
## [26] 6.143530e-12 -6.710188e-12 -1.069123e-11 0.000000e+00 1.243450e-14
## [31] 1.110223e-15 1.776357e-15 1.598721e-14 0.000000e+00 -1.776357e-15
## [36] 1.776357e-14 1.554312e-15 -2.753353e-14 -8.704149e-14 -5.773160e-15
## [41] -8.881784e-16 0.000000e+00 6.661338e-16 3.552714e-14 8.881784e-15
## [46] 2.886580e-15 0.000000e+00 -8.881784e-16 8.881784e-16 3.660716e-11
##
## $hess
## [,1] [,2] [,3] [,4] [,5]
## 7.088195e+00 -2.139384e-02 -7.747416e-03 -6.462953e-03 -1.022970e-02
## -2.139384e-02 2.230588e+00 3.443033e-01 -7.087511e-03 2.906091e-06
## -7.747416e-03 3.443033e-01 8.663631e-01 -3.559755e-02 1.027082e-06
## -6.462953e-03 -7.087511e-03 -3.559755e-02 1.336815e+00 8.973215e-07
## -1.022970e-02 2.906091e-06 1.027082e-06 8.973215e-07 2.610452e+00
## 4.907916e-02 -1.522060e-05 -5.386719e-06 -4.694032e-06 3.906277e-01
## -7.957060e-03 2.442312e-06 8.642234e-07 7.533119e-07 -5.962559e-03
## -1.831509e-02 -3.534154e-05 -1.250786e-05 -1.089922e-05 7.167565e-06
## -4.238000e-03 -8.067071e-06 -2.855144e-06 -2.487785e-06 1.635602e-06
## -3.272713e-03 -6.658864e-06 -2.356367e-06 -2.053801e-06 1.351927e-06
## 2.945750e-03 -2.306871e-05 -8.164792e-06 -7.113968e-06 4.676314e-06
## -1.111996e-03 4.150767e-06 1.468126e-06 1.280764e-06 -8.461427e-07
## 1.562075e-03 -9.566039e-06 -3.385175e-06 -2.950427e-06 1.941923e-06
## -1.430771e-02 -1.994875e-05 -7.060904e-06 -6.151542e-06 4.042040e-06
## -1.377506e-02 -2.026850e-05 -7.172807e-06 -6.251122e-06 4.113048e-06
## -1.546847e-03 -2.316337e-06 -8.196810e-07 -7.144296e-07 4.702733e-07
## -1.263479e-03 -6.005057e-06 -2.126763e-06 -1.850798e-06 1.210610e-06
## -4.813566e-04 -6.877650e-06 -2.434190e-06 -2.120972e-06 1.394383e-06
## -9.485812e-05 -2.443068e-06 -8.645424e-07 -7.535061e-07 4.959304e-07
## 1.230200e-02 -3.019125e-05 -1.068488e-05 -9.311057e-06 6.124137e-06
## 1.035809e-02 -2.514244e-05 -8.897881e-06 -7.754135e-06 5.100931e-06
## 2.135131e-03 -4.941485e-06 -1.748621e-06 -1.524122e-06 1.003342e-06
## -3.620972e-03 7.675500e-06 2.714578e-06 2.368547e-06 -1.565862e-06
## -6.430430e-04 4.381324e-07 1.542266e-07 1.357586e-07 -9.292658e-08
## 3.966332e-03 -1.126263e-05 -3.985474e-06 -3.473763e-06 2.286726e-06
## -1.017618e-03 7.078757e-07 2.487554e-07 2.196651e-07 -1.522019e-07
## -7.309507e-04 -1.424714e-05 -5.042012e-06 -4.393963e-06 2.890654e-06
## -8.700460e-05 -2.005276e-06 -7.096335e-07 -6.184679e-07 4.069869e-07
## -1.180280e-02 -2.197327e-05 -7.776646e-06 -6.776483e-06 4.456352e-06
## 2.206352e-03 5.558079e-06 1.965779e-06 1.715092e-06 -1.133576e-06
## -3.579712e-03 -7.030244e-06 -2.487773e-06 -2.168356e-06 1.427392e-06
## -1.704936e-02 -2.107534e-05 -7.459424e-06 -6.499128e-06 4.271475e-06
## -6.052351e-03 -7.426749e-06 -2.628705e-06 -2.290174e-06 1.504865e-06
## -4.869131e-03 -6.369750e-06 -2.254040e-06 -1.964643e-06 1.293316e-06
## 2.682190e-03 -3.155079e-05 -1.116625e-05 -9.730173e-06 6.398828e-06
## 1.280840e-03 -1.424901e-05 -5.042800e-06 -4.394441e-06 2.890412e-06
## 5.010913e-04 -4.557164e-06 -1.612652e-06 -1.405562e-06 9.251647e-07
## -1.049001e-02 -1.569798e-05 -5.556300e-06 -4.840770e-06 3.180914e-06
## -1.510253e-02 -2.426323e-05 -8.586112e-06 -7.483457e-06 4.925580e-06
## -3.902784e-03 -6.268093e-06 -2.218113e-06 -1.933253e-06 1.272450e-06
## 6.936275e-03 -9.732482e-06 -3.444521e-06 -3.001420e-06 1.973534e-06
## 3.153339e-04 -1.126218e-06 -3.994017e-07 -3.466951e-07 2.244200e-07
## 3.159560e-03 -4.247714e-06 -1.503131e-06 -1.310130e-06 8.624158e-07
## -2.267535e-02 -4.162612e-05 -1.473178e-05 -1.283758e-05 8.443521e-06
## -9.626067e-03 -1.809343e-05 -6.403007e-06 -5.580346e-06 3.671982e-06
## -3.228337e-03 -6.190250e-06 -2.190533e-06 -1.909270e-06 1.256814e-06
## -4.925919e-04 -6.736224e-06 -2.384474e-06 -2.077099e-06 1.364062e-06
## -3.839934e-04 1.212559e-05 4.290071e-06 3.740526e-06 -2.465734e-06
## -4.349347e-05 -3.607857e-06 -1.276734e-06 -1.112757e-06 7.323720e-07
## d -7.282607e+00 -3.554998e+00 -2.930917e+00 -1.414250e+00 -4.957442e+00
## [,6] [,7] [,8] [,9] [,10]
## 4.907916e-02 -7.957060e-03 -1.831509e-02 -4.238000e-03 -3.272713e-03
## -1.522060e-05 2.442312e-06 -3.534154e-05 -8.067071e-06 -6.658864e-06
## -5.386719e-06 8.642234e-07 -1.250786e-05 -2.855144e-06 -2.356367e-06
## -4.694032e-06 7.533119e-07 -1.089922e-05 -2.487785e-06 -2.053801e-06
## 3.906277e-01 -5.962559e-03 7.167565e-06 1.635602e-06 1.351927e-06
## 9.945484e-01 5.694506e-02 -3.753516e-05 -8.567739e-06 -7.072321e-06
## 5.694506e-02 1.375200e+00 6.023014e-06 1.374764e-06 1.134983e-06
## -3.753516e-05 6.023014e-06 5.364430e+00 8.980568e-01 6.125649e-02
## -8.567739e-06 1.374764e-06 8.980568e-01 2.907961e+00 -1.240838e-02
## -7.072321e-06 1.134983e-06 6.125649e-02 -1.240838e-02 1.199629e+00
## -2.450034e-05 3.931198e-06 -5.688885e-05 -1.298557e-05 -1.071836e-05
## 4.408840e-06 -7.078612e-07 1.023668e-05 2.336331e-06 1.929658e-06
## -1.015998e-05 1.630476e-06 -2.359080e-05 -5.384703e-06 -4.445288e-06
## -2.118657e-05 3.399317e-06 -4.919458e-05 -1.122938e-05 -9.268316e-06
## -2.152680e-05 3.454486e-06 -4.998394e-05 -1.140915e-05 -9.418319e-06
## -2.460160e-06 3.948121e-07 -5.712324e-06 -1.303859e-06 -1.076402e-06
## -6.377049e-06 1.022604e-06 -1.480794e-05 -3.380538e-06 -2.788563e-06
## -7.304492e-06 1.172060e-06 -1.696073e-05 -3.871479e-06 -3.195592e-06
## -2.594754e-06 4.164051e-07 -6.024848e-06 -1.375199e-06 -1.135277e-06
## -3.206531e-05 5.145406e-06 -7.445399e-05 -1.699476e-05 -1.402861e-05
## -2.670319e-05 4.285052e-06 -6.200334e-05 -1.415273e-05 -1.168285e-05
## -5.248317e-06 8.422710e-07 -1.218622e-05 -2.781544e-06 -2.296331e-06
## 8.152843e-06 -1.309091e-06 1.892958e-05 4.320244e-06 3.568556e-06
## 4.657390e-07 -7.511394e-08 1.081012e-06 2.464800e-07 2.045225e-07
## -1.196195e-05 1.919693e-06 -2.777482e-05 -6.339697e-06 -5.233776e-06
## 7.526876e-07 -1.215852e-07 1.746830e-06 3.981549e-07 3.309189e-07
## -1.513157e-05 2.428174e-06 -3.513466e-05 -8.019741e-06 -6.620213e-06
## -2.129772e-06 3.417782e-07 -4.945198e-06 -1.128769e-06 -9.318208e-07
## -2.333712e-05 3.744750e-06 -5.418769e-05 -1.236886e-05 -1.020987e-05
## 5.903706e-06 -9.479209e-07 1.370748e-05 3.128440e-06 2.584034e-06
## -7.466766e-06 1.198291e-06 -1.733731e-05 -3.957301e-06 -3.266973e-06
## -2.238318e-05 3.591418e-06 -5.197296e-05 -1.186351e-05 -9.792006e-06
## -7.887585e-06 1.265542e-06 -1.831473e-05 -4.180602e-06 -3.450526e-06
## -6.765264e-06 1.085714e-06 -1.570847e-05 -3.585510e-06 -2.960046e-06
## -3.350913e-05 5.376990e-06 -7.780659e-05 -1.776009e-05 -1.466009e-05
## -1.513349e-05 2.428424e-06 -3.513918e-05 -8.020815e-06 -6.620937e-06
## -4.840118e-06 7.767482e-07 -1.123843e-05 -2.565216e-06 -2.117702e-06
## -1.667206e-05 2.674994e-06 -3.871200e-05 -8.836568e-06 -7.293420e-06
## -2.576971e-05 4.135540e-06 -5.983556e-05 -1.365772e-05 -1.127502e-05
## -6.657273e-06 1.068362e-06 -1.545774e-05 -3.528296e-06 -2.912754e-06
## -1.033654e-05 1.658607e-06 -2.400098e-05 -5.478472e-06 -4.522128e-06
## -1.195718e-06 1.914966e-07 -2.776803e-06 -6.340975e-07 -5.223720e-07
## -4.511461e-06 7.240118e-07 -1.047530e-05 -2.391025e-06 -1.973919e-06
## -4.420996e-05 7.094204e-06 -1.026533e-04 -2.343150e-05 -1.934189e-05
## -1.921672e-05 3.083810e-06 -4.462006e-05 -1.018479e-05 -8.407685e-06
## -6.574613e-06 1.055113e-06 -1.526580e-05 -3.484472e-06 -2.876619e-06
## -7.154122e-06 1.147778e-06 -1.661174e-05 -3.791929e-06 -3.129498e-06
## 1.287888e-05 -2.067200e-06 2.990349e-05 6.825320e-06 5.635678e-06
## -3.831861e-06 6.149353e-07 -8.897331e-06 -2.030856e-06 -1.676545e-06
## d -4.863697e+00 -1.442659e+00 -7.521675e+00 -6.453426e+00 -1.338391e+00
## [,11] [,12] [,13] [,14] [,15]
## 2.945750e-03 -1.111996e-03 1.562075e-03 -1.430771e-02 -1.377506e-02
## -2.306871e-05 4.150767e-06 -9.566039e-06 -1.994875e-05 -2.026850e-05
## -8.164792e-06 1.468126e-06 -3.385175e-06 -7.060904e-06 -7.172807e-06
## -7.113968e-06 1.280764e-06 -2.950427e-06 -6.151542e-06 -6.251122e-06
## 4.676314e-06 -8.461427e-07 1.941923e-06 4.042040e-06 4.113048e-06
## -2.450034e-05 4.408840e-06 -1.015998e-05 -2.118657e-05 -2.152680e-05
## 3.931198e-06 -7.078612e-07 1.630476e-06 3.399317e-06 3.454486e-06
## -5.688885e-05 1.023668e-05 -2.359080e-05 -4.919458e-05 -4.998394e-05
## -1.298557e-05 2.336331e-06 -5.384703e-06 -1.122938e-05 -1.140915e-05
## -1.071836e-05 1.929658e-06 -4.445288e-06 -9.268316e-06 -9.418319e-06
## 4.318840e+00 5.367704e-01 1.573560e-01 -3.211210e-05 -3.262540e-05
## 5.367704e-01 4.117616e+00 -1.366122e-01 5.775791e-06 5.872304e-06
## 1.573560e-01 -1.366122e-01 6.142772e-01 -1.331485e-05 -1.353014e-05
## -3.211210e-05 5.775791e-06 -1.331485e-05 6.193061e+00 8.366809e-01
## -3.262540e-05 5.872304e-06 -1.353014e-05 8.366809e-01 3.309100e+00
## -3.728464e-06 6.712435e-07 -1.546326e-06 3.612615e-02 4.473209e-03
## -9.667924e-06 1.734768e-06 -4.006254e-06 -8.362210e-06 -8.489954e-06
## -1.107097e-05 1.991818e-06 -4.590756e-06 -9.573734e-06 -9.726942e-06
## -3.932473e-06 7.079227e-07 -1.630907e-06 -3.400485e-06 -3.455451e-06
## -4.859823e-05 8.745587e-06 -2.015326e-05 -4.202500e-05 -4.270029e-05
## -4.047105e-05 7.283664e-06 -1.678335e-05 -3.499683e-05 -3.556000e-05
## -7.953982e-06 1.432039e-06 -3.298836e-06 -6.877896e-06 -6.989290e-06
## 1.235306e-05 -2.229031e-06 5.126224e-06 1.067991e-05 1.085943e-05
## 7.043276e-07 -1.294793e-07 2.936764e-07 6.080129e-07 6.213725e-07
## -1.812873e-05 3.263845e-06 -7.518678e-06 -1.567614e-05 -1.592995e-05
## 1.137487e-06 -2.105007e-07 4.751012e-07 9.814042e-07 1.004801e-06
## -2.293317e-05 4.127451e-06 -9.510460e-06 -1.983112e-05 -2.015040e-05
## -3.227800e-06 5.810178e-07 -1.338630e-06 -2.791159e-06 -2.836211e-06
## -3.537010e-05 6.364547e-06 -1.466735e-05 -3.058626e-05 -3.107703e-05
## 8.945321e-06 -1.613914e-06 3.711971e-06 7.733814e-06 7.863532e-06
## -1.131613e-05 2.037321e-06 -4.693231e-06 -9.785201e-06 -9.943627e-06
## -3.392534e-05 6.102710e-06 -1.406715e-05 -2.933763e-05 -2.980591e-05
## -1.195505e-05 2.150308e-06 -4.957021e-06 -1.033847e-05 -1.050317e-05
## -1.025297e-05 1.845932e-06 -4.252308e-06 -8.865865e-06 -9.009431e-06
## -5.078691e-05 9.138723e-06 -2.106046e-05 -4.391792e-05 -4.462267e-05
## -2.293632e-05 4.127599e-06 -9.511520e-06 -1.983401e-05 -2.015278e-05
## -7.335398e-06 1.320573e-06 -3.042228e-06 -6.343037e-06 -6.445642e-06
## -2.526947e-05 4.545166e-06 -1.047771e-05 -2.185247e-05 -2.220066e-05
## -3.905513e-05 7.030875e-06 -1.619736e-05 -3.377165e-05 -3.431778e-05
## -1.008939e-05 1.816329e-06 -4.184377e-06 -8.724475e-06 -8.865553e-06
## -1.566632e-05 2.818826e-06 -6.496432e-06 -1.354751e-05 -1.376463e-05
## -1.813769e-06 3.236872e-07 -7.505666e-07 -1.569487e-06 -1.591141e-06
## -6.837277e-06 1.230947e-06 -2.835670e-06 -5.912285e-06 -6.007987e-06
## -6.700473e-05 1.205788e-05 -2.778623e-05 -5.794192e-05 -5.887288e-05
## -2.912420e-05 5.242330e-06 -1.207827e-05 -2.518449e-05 -2.559079e-05
## -9.964054e-06 1.793878e-06 -4.132462e-06 -8.616050e-06 -8.755522e-06
## -1.084370e-05 1.949818e-06 -4.495862e-06 -9.377620e-06 -9.526230e-06
## 1.951692e-05 -3.516327e-06 8.095910e-06 1.687554e-05 1.715213e-05
## -5.807371e-06 1.045438e-06 -2.408478e-06 -5.021746e-06 -5.102915e-06
## d -8.142531e+00 -6.964410e+00 -9.381385e-01 -7.723212e+00 -6.573774e+00
## [,16] [,17] [,18] [,19] [,20]
## -1.546847e-03 -1.263479e-03 -4.813566e-04 -9.485812e-05 1.230200e-02
## -2.316337e-06 -6.005057e-06 -6.877650e-06 -2.443068e-06 -3.019125e-05
## -8.196810e-07 -2.126763e-06 -2.434190e-06 -8.645424e-07 -1.068488e-05
## -7.144296e-07 -1.850798e-06 -2.120972e-06 -7.535061e-07 -9.311057e-06
## 4.702733e-07 1.210610e-06 1.394383e-06 4.959304e-07 6.124137e-06
## -2.460160e-06 -6.377049e-06 -7.304492e-06 -2.594754e-06 -3.206531e-05
## 3.948121e-07 1.022604e-06 1.172060e-06 4.164051e-07 5.145406e-06
## -5.712324e-06 -1.480794e-05 -1.696073e-05 -6.024848e-06 -7.445399e-05
## -1.303859e-06 -3.380538e-06 -3.871479e-06 -1.375199e-06 -1.699476e-05
## -1.076402e-06 -2.788563e-06 -3.195592e-06 -1.135277e-06 -1.402861e-05
## -3.728464e-06 -9.667924e-06 -1.107097e-05 -3.932473e-06 -4.859823e-05
## 6.712435e-07 1.734768e-06 1.991818e-06 7.079227e-07 8.745587e-06
## -1.546326e-06 -4.006254e-06 -4.590756e-06 -1.630907e-06 -2.015326e-05
## 3.612615e-02 -8.362210e-06 -9.573734e-06 -3.400485e-06 -4.202500e-05
## 4.473209e-03 -8.489954e-06 -9.726942e-06 -3.455451e-06 -4.270029e-05
## 1.386656e+00 -9.700275e-07 -1.111611e-06 -3.949145e-07 -4.879959e-06
## -9.700275e-07 3.921174e+00 5.432990e-01 -4.803340e-03 -1.264888e-05
## -1.111611e-06 5.432990e-01 2.989134e+00 -9.056964e-02 -1.448901e-05
## -3.949145e-07 -4.803340e-03 -9.056964e-02 1.307443e+00 -5.146933e-06
## -4.879959e-06 -1.264888e-05 -1.448901e-05 -5.146933e-06 6.502696e+00
## -4.063968e-06 -1.053271e-05 -1.206601e-05 -4.286291e-06 1.149432e+00
## -7.987955e-07 -2.069278e-06 -2.371417e-06 -8.424859e-07 3.204178e-02
## 1.241343e-06 3.206682e-06 3.683176e-06 1.309162e-06 1.617245e-05
## 7.114201e-08 1.794573e-07 2.101018e-07 7.499213e-08 9.241130e-07
## -1.820607e-06 -4.716389e-06 -5.404936e-06 -1.920186e-06 -2.372766e-05
## 1.151069e-07 2.878549e-07 3.393723e-07 1.213151e-07 1.493616e-06
## -2.302891e-06 -5.968257e-06 -6.837284e-06 -2.428870e-06 -3.001476e-05
## -3.241408e-07 -8.398976e-07 -9.623383e-07 -3.418715e-07 -4.224594e-06
## -3.551582e-06 -9.206707e-06 -1.054517e-05 -3.745890e-06 -4.629105e-05
## 8.988717e-07 2.322382e-06 2.667120e-06 9.479836e-07 1.171091e-05
## -1.136440e-06 -2.944021e-06 -3.373814e-06 -1.198599e-06 -1.481104e-05
## -3.406226e-06 -8.833281e-06 -1.011436e-05 -3.592610e-06 -4.439864e-05
## -1.200293e-06 -3.113131e-06 -3.564218e-06 -1.265975e-06 -1.564556e-05
## -1.029673e-06 -2.667401e-06 -3.056842e-06 -1.085992e-06 -1.341954e-05
## -5.099622e-06 -1.321957e-05 -1.514151e-05 -5.378624e-06 -6.646804e-05
## -2.303143e-06 -5.969667e-06 -6.838205e-06 -2.429143e-06 -3.001853e-05
## -7.366582e-07 -1.908486e-06 -2.186987e-06 -7.769514e-07 -9.600825e-06
## -2.537073e-06 -6.580180e-06 -7.533712e-06 -2.675906e-06 -3.307016e-05
## -3.922098e-06 -1.016133e-05 -1.164396e-05 -4.136628e-06 -5.111662e-05
## -1.013223e-06 -2.625059e-06 -3.008066e-06 -1.068644e-06 -1.320532e-05
## -1.573057e-06 -4.078163e-06 -4.670718e-06 -1.659122e-06 -2.050333e-05
## -1.817137e-07 -4.759140e-07 -5.406409e-07 -1.916966e-07 -2.371525e-06
## -6.866419e-07 -1.778817e-06 -2.038479e-06 -7.241986e-07 -8.948909e-06
## -6.728224e-06 -1.743974e-05 -1.997670e-05 -7.096313e-06 -8.769408e-05
## -2.924675e-06 -7.578550e-06 -8.683103e-06 -3.084660e-06 -3.811808e-05
## -1.000653e-06 -2.592290e-06 -2.970703e-06 -1.055385e-06 -1.304137e-05
## -1.088621e-06 -2.824572e-06 -3.232859e-06 -1.148202e-06 -1.419063e-05
## 1.960409e-06 5.073928e-06 5.818922e-06 2.067596e-06 2.554675e-05
## -5.831986e-07 -1.510999e-06 -1.731417e-06 -6.150987e-07 -7.600850e-06
## d -1.445013e+00 -6.324542e+00 -5.933527e+00 -1.387541e+00 -7.843961e+00
## [,21] [,22] [,23] [,24] [,25]
## 1.035809e-02 2.135131e-03 -3.620972e-03 -6.430430e-04 3.966332e-03
## -2.514244e-05 -4.941485e-06 7.675500e-06 4.381324e-07 -1.126263e-05
## -8.897881e-06 -1.748621e-06 2.714578e-06 1.542266e-07 -3.985474e-06
## -7.754135e-06 -1.524122e-06 2.368547e-06 1.357586e-07 -3.473763e-06
## 5.100931e-06 1.003342e-06 -1.565862e-06 -9.292658e-08 2.286726e-06
## -2.670319e-05 -5.248317e-06 8.152843e-06 4.657390e-07 -1.196195e-05
## 4.285052e-06 8.422710e-07 -1.309091e-06 -7.511394e-08 1.919693e-06
## -6.200334e-05 -1.218622e-05 1.892958e-05 1.081012e-06 -2.777482e-05
## -1.415273e-05 -2.781544e-06 4.320244e-06 2.464800e-07 -6.339697e-06
## -1.168285e-05 -2.296331e-06 3.568556e-06 2.045225e-07 -5.233776e-06
## -4.047105e-05 -7.953982e-06 1.235306e-05 7.043276e-07 -1.812873e-05
## 7.283664e-06 1.432039e-06 -2.229031e-06 -1.294793e-07 3.263845e-06
## -1.678335e-05 -3.298836e-06 5.126224e-06 2.936764e-07 -7.518678e-06
## -3.499683e-05 -6.877896e-06 1.067991e-05 6.080129e-07 -1.567614e-05
## -3.556000e-05 -6.989290e-06 1.085943e-05 6.213725e-07 -1.592995e-05
## -4.063968e-06 -7.987955e-07 1.241343e-06 7.114201e-08 -1.820607e-06
## -1.053271e-05 -2.069278e-06 3.206682e-06 1.794573e-07 -4.716389e-06
## -1.206601e-05 -2.371417e-06 3.683176e-06 2.101018e-07 -5.404936e-06
## -4.286291e-06 -8.424859e-07 1.309162e-06 7.499213e-08 -1.920186e-06
## 1.149432e+00 3.204178e-02 1.617245e-05 9.241130e-07 -2.372766e-05
## 2.555229e+00 -4.213753e-02 1.346920e-05 7.701103e-07 -1.976012e-05
## -4.213753e-02 1.410914e+00 2.648313e-06 1.518260e-07 -3.883976e-06
## 1.346920e-05 2.648313e-06 6.484145e+00 8.686983e-01 -8.712615e-03
## 7.701103e-07 1.518260e-07 8.686983e-01 3.702119e+00 -2.618258e-02
## -1.976012e-05 -3.883976e-06 -8.712615e-03 -2.618258e-02 1.148218e+00
## 1.244976e-06 2.456815e-07 -3.907266e-07 -2.667253e-08 5.598458e-07
## -2.499567e-05 -4.912823e-06 7.632655e-06 4.364902e-07 -1.119728e-05
## -3.518171e-06 -6.915006e-07 1.074465e-06 6.151081e-08 -1.576063e-06
## -3.854998e-05 -7.576665e-06 1.176927e-05 6.721012e-07 -1.726872e-05
## 9.753376e-06 1.917671e-06 -2.985519e-06 -1.736988e-07 4.370672e-06
## -1.233446e-05 -2.424415e-06 3.767670e-06 2.159671e-07 -5.525701e-06
## -3.697366e-05 -7.266535e-06 1.128461e-05 6.430261e-07 -1.656191e-05
## -1.302904e-05 -2.560591e-06 3.976104e-06 2.263860e-07 -5.836112e-06
## -1.117564e-05 -2.196645e-06 3.413733e-06 1.956932e-07 -5.006571e-06
## -5.535286e-05 -1.087913e-05 1.689926e-05 9.650962e-07 -2.479570e-05
## -2.499872e-05 -4.913352e-06 7.632823e-06 4.361864e-07 -1.119850e-05
## -7.995439e-06 -1.571542e-06 2.442151e-06 1.399348e-07 -3.581843e-06
## -2.753960e-05 -5.412354e-06 8.404414e-06 4.785536e-07 -1.233586e-05
## -4.256921e-05 -8.367163e-06 1.300225e-05 7.449372e-07 -1.907036e-05
## -1.099720e-05 -2.161547e-06 3.358951e-06 1.924390e-07 -4.926578e-06
## -1.707460e-05 -3.355831e-06 5.212499e-06 2.975209e-07 -7.648608e-06
## -1.974422e-06 -3.875977e-07 5.978812e-07 3.213149e-08 -8.834632e-07
## -7.452541e-06 -1.464841e-06 2.276417e-06 1.304755e-07 -3.338651e-06
## -7.302952e-05 -1.435348e-05 2.229758e-05 1.274050e-06 -3.271442e-05
## -3.174407e-05 -6.239308e-06 9.694497e-06 5.548760e-07 -1.422059e-05
## -1.086069e-05 -2.134733e-06 3.317460e-06 1.901462e-07 -4.865463e-06
## -1.181731e-05 -2.322349e-06 3.605229e-06 2.048234e-07 -5.293121e-06
## 2.127553e-05 4.182275e-06 -6.503481e-06 -3.747048e-07 9.532149e-06
## -6.329877e-06 -1.244159e-06 1.933329e-06 1.107437e-07 -2.835677e-06
## d -7.170400e+00 -1.449980e+00 -7.650371e+00 -6.857546e+00 -1.307796e+00
## [,26] [,27] [,28] [,29] [,30]
## -1.017618e-03 -7.309507e-04 -8.700460e-05 -1.180280e-02 2.206352e-03
## 7.078757e-07 -1.424714e-05 -2.005276e-06 -2.197327e-05 5.558079e-06
## 2.487554e-07 -5.042012e-06 -7.096335e-07 -7.776646e-06 1.965779e-06
## 2.196651e-07 -4.393963e-06 -6.184679e-07 -6.776483e-06 1.715092e-06
## -1.522019e-07 2.890654e-06 4.069869e-07 4.456352e-06 -1.133576e-06
## 7.526876e-07 -1.513157e-05 -2.129772e-06 -2.333712e-05 5.903706e-06
## -1.215852e-07 2.428174e-06 3.417782e-07 3.744750e-06 -9.479209e-07
## 1.746830e-06 -3.513466e-05 -4.945198e-06 -5.418769e-05 1.370748e-05
## 3.981549e-07 -8.019741e-06 -1.128769e-06 -1.236886e-05 3.128440e-06
## 3.309189e-07 -6.620213e-06 -9.318208e-07 -1.020987e-05 2.584034e-06
## 1.137487e-06 -2.293317e-05 -3.227800e-06 -3.537010e-05 8.945321e-06
## -2.105007e-07 4.127451e-06 5.810178e-07 6.364547e-06 -1.613914e-06
## 4.751012e-07 -9.510460e-06 -1.338630e-06 -1.466735e-05 3.711971e-06
## 9.814042e-07 -1.983112e-05 -2.791159e-06 -3.058626e-05 7.733814e-06
## 1.004801e-06 -2.015040e-05 -2.836211e-06 -3.107703e-05 7.863532e-06
## 1.151069e-07 -2.302891e-06 -3.241408e-07 -3.551582e-06 8.988717e-07
## 2.878549e-07 -5.968257e-06 -8.398976e-07 -9.206707e-06 2.322382e-06
## 3.393723e-07 -6.837284e-06 -9.623383e-07 -1.054517e-05 2.667120e-06
## 1.213151e-07 -2.428870e-06 -3.418715e-07 -3.745890e-06 9.479836e-07
## 1.493616e-06 -3.001476e-05 -4.224594e-06 -4.629105e-05 1.171091e-05
## 1.244976e-06 -2.499567e-05 -3.518171e-06 -3.854998e-05 9.753376e-06
## 2.456815e-07 -4.912823e-06 -6.915006e-07 -7.576665e-06 1.917671e-06
## -3.907266e-07 7.632655e-06 1.074465e-06 1.176927e-05 -2.985519e-06
## -2.667253e-08 4.364902e-07 6.151081e-08 6.721012e-07 -1.736988e-07
## 5.598458e-07 -1.119728e-05 -1.576063e-06 -1.726872e-05 4.370672e-06
## 4.665196e+00 5.026627e-01 -2.279031e-02 1.086059e-06 -2.825488e-07
## 5.026627e-01 2.686968e+00 2.818541e-02 -2.184463e-05 5.526982e-06
## -2.279031e-02 2.818541e-02 1.325100e-02 -3.074629e-06 7.780388e-07
## 1.086059e-06 -2.184463e-05 -3.074629e-06 5.801109e+00 8.810744e-01
## -2.825488e-07 5.526982e-06 7.780388e-07 8.810744e-01 2.145817e+00
## 3.494554e-07 -6.989452e-06 -9.837938e-07 1.546784e-02 -1.997886e-02
## 1.038263e-06 -2.095133e-05 -2.948846e-06 -3.231369e-05 8.171651e-06
## 3.654278e-07 -7.382970e-06 -1.039127e-06 -1.138701e-05 2.879278e-06
## 3.166584e-07 -6.332797e-06 -8.913674e-07 -9.766587e-06 2.471921e-06
## 1.559537e-06 -3.136611e-05 -4.414777e-06 -4.837550e-05 1.223726e-05
## 7.050169e-07 -1.416573e-05 -1.993835e-06 -2.184745e-05 5.527131e-06
## 2.263977e-07 -4.530699e-06 -6.377124e-07 -6.987382e-06 1.768394e-06
## 7.724917e-07 -1.560546e-05 -2.196415e-06 -2.406882e-05 6.086015e-06
## 1.205167e-06 -2.412229e-05 -3.395296e-06 -3.720217e-05 9.415109e-06
## 3.113269e-07 -6.231679e-06 -8.771305e-07 -9.610701e-06 2.432263e-06
## 4.806836e-07 -9.675442e-06 -1.361812e-06 -1.492238e-05 3.774542e-06
## 5.075115e-08 -1.118722e-06 -1.573865e-07 -1.726458e-06 4.331230e-07
## 2.111152e-07 -4.223062e-06 -5.944127e-07 -6.512916e-06 1.648380e-06
## 2.059173e-06 -4.138276e-05 -5.824644e-06 -6.382368e-05 1.614629e-05
## 8.973648e-07 -1.798808e-05 -2.531865e-06 -2.774209e-05 7.019967e-06
## 3.076663e-07 -6.154326e-06 -8.662459e-07 -9.491360e-06 2.402211e-06
## 3.303613e-07 -6.696315e-06 -9.424667e-07 -1.032819e-05 2.610750e-06
## -6.074202e-07 1.205610e-05 1.697015e-06 1.859219e-05 -4.709073e-06
## 1.791493e-07 -3.586889e-06 -5.048664e-07 -5.531829e-06 1.399952e-06
## d -6.173885e+00 -5.917124e+00 -1.436881e-01 -6.900532e+00 -6.568290e+00
## [,31] [,32] [,33] [,34] [,35]
## -3.579712e-03 -1.704936e-02 -6.052351e-03 -4.869131e-03 2.682190e-03
## -7.030244e-06 -2.107534e-05 -7.426749e-06 -6.369750e-06 -3.155079e-05
## -2.487773e-06 -7.459424e-06 -2.628705e-06 -2.254040e-06 -1.116625e-05
## -2.168356e-06 -6.499128e-06 -2.290174e-06 -1.964643e-06 -9.730173e-06
## 1.427392e-06 4.271475e-06 1.504865e-06 1.293316e-06 6.398828e-06
## -7.466766e-06 -2.238318e-05 -7.887585e-06 -6.765264e-06 -3.350913e-05
## 1.198291e-06 3.591418e-06 1.265542e-06 1.085714e-06 5.376990e-06
## -1.733731e-05 -5.197296e-05 -1.831473e-05 -1.570847e-05 -7.780659e-05
## -3.957301e-06 -1.186351e-05 -4.180602e-06 -3.585510e-06 -1.776009e-05
## -3.266973e-06 -9.792006e-06 -3.450526e-06 -2.960046e-06 -1.466009e-05
## -1.131613e-05 -3.392534e-05 -1.195505e-05 -1.025297e-05 -5.078691e-05
## 2.037321e-06 6.102710e-06 2.150308e-06 1.845932e-06 9.138723e-06
## -4.693231e-06 -1.406715e-05 -4.957021e-06 -4.252308e-06 -2.106046e-05
## -9.785201e-06 -2.933763e-05 -1.033847e-05 -8.865865e-06 -4.391792e-05
## -9.943627e-06 -2.980591e-05 -1.050317e-05 -9.009431e-06 -4.462267e-05
## -1.136440e-06 -3.406226e-06 -1.200293e-06 -1.029673e-06 -5.099622e-06
## -2.944021e-06 -8.833281e-06 -3.113131e-06 -2.667401e-06 -1.321957e-05
## -3.373814e-06 -1.011436e-05 -3.564218e-06 -3.056842e-06 -1.514151e-05
## -1.198599e-06 -3.592610e-06 -1.265975e-06 -1.085992e-06 -5.378624e-06
## -1.481104e-05 -4.439864e-05 -1.564556e-05 -1.341954e-05 -6.646804e-05
## -1.233446e-05 -3.697366e-05 -1.302904e-05 -1.117564e-05 -5.535286e-05
## -2.424415e-06 -7.266535e-06 -2.560591e-06 -2.196645e-06 -1.087913e-05
## 3.767670e-06 1.128461e-05 3.976104e-06 3.413733e-06 1.689926e-05
## 2.159671e-07 6.430261e-07 2.263860e-07 1.956932e-07 9.650962e-07
## -5.525701e-06 -1.656191e-05 -5.836112e-06 -5.006571e-06 -2.479570e-05
## 3.494554e-07 1.038263e-06 3.654278e-07 3.166584e-07 1.559537e-06
## -6.989452e-06 -2.095133e-05 -7.382970e-06 -6.332797e-06 -3.136611e-05
## -9.837938e-07 -2.948846e-06 -1.039127e-06 -8.913674e-07 -4.414777e-06
## 1.546784e-02 -3.231369e-05 -1.138701e-05 -9.766587e-06 -4.837550e-05
## -1.997886e-02 8.171651e-06 2.879278e-06 2.471921e-06 1.223726e-05
## 1.301624e+00 -1.033811e-05 -3.642959e-06 -3.125150e-06 -1.547772e-05
## -1.033811e-05 5.299310e+00 9.020897e-01 4.307694e-02 -4.639830e-05
## -3.642959e-06 9.020897e-01 2.263576e+00 -5.915143e-02 -1.635027e-05
## -3.125150e-06 4.307694e-02 -5.915143e-02 1.338654e+00 -1.402359e-05
## -1.547772e-05 -4.639830e-05 -1.635027e-05 -1.402359e-05 4.226159e+00
## -6.990210e-06 -2.095427e-05 -7.384038e-06 -6.333481e-06 9.329306e-01
## -2.235821e-06 -6.701429e-06 -2.361466e-06 -2.025769e-06 8.007230e-02
## -7.700168e-06 -2.308618e-05 -8.135472e-06 -6.976725e-06 -3.455971e-05
## -1.190390e-05 -3.567978e-05 -1.257294e-05 -1.078555e-05 -5.341762e-05
## -3.075217e-06 -9.217413e-06 -3.248057e-06 -2.786305e-06 -1.379975e-05
## -4.774336e-06 -1.431259e-05 -5.043624e-06 -4.325785e-06 -2.142662e-05
## -5.514690e-07 -1.657467e-06 -5.842797e-07 -4.996425e-07 -2.478928e-06
## -2.084018e-06 -6.246351e-06 -2.201101e-06 -1.888228e-06 -9.351724e-06
## -2.042066e-05 -6.121456e-05 -2.157130e-05 -1.850214e-05 -9.164265e-05
## -8.876628e-06 -2.660725e-05 -9.375990e-06 -8.042677e-06 -3.983412e-05
## -3.037069e-06 -9.102890e-06 -3.207693e-06 -2.751741e-06 -1.362839e-05
## -3.304019e-06 -9.906895e-06 -3.491195e-06 -2.993598e-06 -1.482994e-05
## 5.950056e-06 1.782971e-05 6.282668e-06 5.391074e-06 2.669608e-05
## -1.770057e-06 -5.305471e-06 -1.869558e-06 -1.603763e-06 -7.943006e-06
## d -1.389653e+00 -6.969264e+00 -6.301418e+00 -1.412778e+00 -5.994418e+00
## [,36] [,37] [,38] [,39] [,40]
## 1.280840e-03 5.010913e-04 -1.049001e-02 -1.510253e-02 -3.902784e-03
## -1.424901e-05 -4.557164e-06 -1.569798e-05 -2.426323e-05 -6.268093e-06
## -5.042800e-06 -1.612652e-06 -5.556300e-06 -8.586112e-06 -2.218113e-06
## -4.394441e-06 -1.405562e-06 -4.840770e-06 -7.483457e-06 -1.933253e-06
## 2.890412e-06 9.251647e-07 3.180914e-06 4.925580e-06 1.272450e-06
## -1.513349e-05 -4.840118e-06 -1.667206e-05 -2.576971e-05 -6.657273e-06
## 2.428424e-06 7.767482e-07 2.674994e-06 4.135540e-06 1.068362e-06
## -3.513918e-05 -1.123843e-05 -3.871200e-05 -5.983556e-05 -1.545774e-05
## -8.020815e-06 -2.565216e-06 -8.836568e-06 -1.365772e-05 -3.528296e-06
## -6.620937e-06 -2.117702e-06 -7.293420e-06 -1.127502e-05 -2.912754e-06
## -2.293632e-05 -7.335398e-06 -2.526947e-05 -3.905513e-05 -1.008939e-05
## 4.127599e-06 1.320573e-06 4.545166e-06 7.030875e-06 1.816329e-06
## -9.511520e-06 -3.042228e-06 -1.047771e-05 -1.619736e-05 -4.184377e-06
## -1.983401e-05 -6.343037e-06 -2.185247e-05 -3.377165e-05 -8.724475e-06
## -2.015278e-05 -6.445642e-06 -2.220066e-05 -3.431778e-05 -8.865553e-06
## -2.303143e-06 -7.366582e-07 -2.537073e-06 -3.922098e-06 -1.013223e-06
## -5.969667e-06 -1.908486e-06 -6.580180e-06 -1.016133e-05 -2.625059e-06
## -6.838205e-06 -2.186987e-06 -7.533712e-06 -1.164396e-05 -3.008066e-06
## -2.429143e-06 -7.769514e-07 -2.675906e-06 -4.136628e-06 -1.068644e-06
## -3.001853e-05 -9.600825e-06 -3.307016e-05 -5.111662e-05 -1.320532e-05
## -2.499872e-05 -7.995439e-06 -2.753960e-05 -4.256921e-05 -1.099720e-05
## -4.913352e-06 -1.571542e-06 -5.412354e-06 -8.367163e-06 -2.161547e-06
## 7.632823e-06 2.442151e-06 8.404414e-06 1.300225e-05 3.358951e-06
## 4.361864e-07 1.399348e-07 4.785536e-07 7.449372e-07 1.924390e-07
## -1.119850e-05 -3.581843e-06 -1.233586e-05 -1.907036e-05 -4.926578e-06
## 7.050169e-07 2.263977e-07 7.724917e-07 1.205167e-06 3.113269e-07
## -1.416573e-05 -4.530699e-06 -1.560546e-05 -2.412229e-05 -6.231679e-06
## -1.993835e-06 -6.377124e-07 -2.196415e-06 -3.395296e-06 -8.771305e-07
## -2.184745e-05 -6.987382e-06 -2.406882e-05 -3.720217e-05 -9.610701e-06
## 5.527131e-06 1.768394e-06 6.086015e-06 9.415109e-06 2.432263e-06
## -6.990210e-06 -2.235821e-06 -7.700168e-06 -1.190390e-05 -3.075217e-06
## -2.095427e-05 -6.701429e-06 -2.308618e-05 -3.567978e-05 -9.217413e-06
## -7.384038e-06 -2.361466e-06 -8.135472e-06 -1.257294e-05 -3.248057e-06
## -6.333481e-06 -2.025769e-06 -6.976725e-06 -1.078555e-05 -2.786305e-06
## 9.329306e-01 8.007230e-02 -3.455971e-05 -5.341762e-05 -1.379975e-05
## 1.637598e+00 -1.167760e-02 -1.560771e-05 -2.412497e-05 -6.232372e-06
## -1.167760e-02 1.203227e+00 -4.991459e-06 -7.716301e-06 -1.993405e-06
## -1.560771e-05 -4.991459e-06 1.456512e+00 4.049852e-01 8.586261e-02
## -2.412497e-05 -7.716301e-06 4.049852e-01 2.378077e+00 -4.583117e-02
## -6.232372e-06 -1.993405e-06 8.586261e-02 -4.583117e-02 9.456329e-01
## -9.676713e-06 -3.094834e-06 -1.066075e-05 -1.647750e-05 -4.256750e-06
## -1.119218e-06 -3.575329e-07 -1.234958e-06 -1.903675e-06 -4.917956e-07
## -4.223522e-06 -1.350892e-06 -4.652494e-06 -7.192389e-06 -1.858059e-06
## -4.138796e-05 -1.323710e-05 -4.559545e-05 -7.047684e-05 -1.820678e-05
## -1.799017e-05 -5.753989e-06 -1.981813e-05 -3.063529e-05 -7.914227e-06
## -6.154996e-06 -1.968674e-06 -6.780140e-06 -1.048157e-05 -2.707776e-06
## -6.697362e-06 -2.141769e-06 -7.379348e-06 -1.140324e-05 -2.945884e-06
## 1.205707e-05 3.856861e-06 1.327979e-05 2.053451e-05 5.304815e-06
## -3.587291e-06 -1.147380e-06 -3.951708e-06 -6.108857e-06 -1.578143e-06
## d -5.754805e+00 -1.345914e+00 -3.753823e+00 -5.248528e+00 -1.197845e+00
## [,41] [,42] [,43] [,44] [,45]
## 6.936275e-03 3.153339e-04 3.159560e-03 -2.267535e-02 -9.626067e-03
## -9.732482e-06 -1.126218e-06 -4.247714e-06 -4.162612e-05 -1.809343e-05
## -3.444521e-06 -3.994017e-07 -1.503131e-06 -1.473178e-05 -6.403007e-06
## -3.001420e-06 -3.466951e-07 -1.310130e-06 -1.283758e-05 -5.580346e-06
## 1.973534e-06 2.244200e-07 8.624158e-07 8.443521e-06 3.671982e-06
## -1.033654e-05 -1.195718e-06 -4.511461e-06 -4.420996e-05 -1.921672e-05
## 1.658607e-06 1.914966e-07 7.240118e-07 7.094204e-06 3.083810e-06
## -2.400098e-05 -2.776803e-06 -1.047530e-05 -1.026533e-04 -4.462006e-05
## -5.478472e-06 -6.340975e-07 -2.391025e-06 -2.343150e-05 -1.018479e-05
## -4.522128e-06 -5.223720e-07 -1.973919e-06 -1.934189e-05 -8.407685e-06
## -1.566632e-05 -1.813769e-06 -6.837277e-06 -6.700473e-05 -2.912420e-05
## 2.818826e-06 3.236872e-07 1.230947e-06 1.205788e-05 5.242330e-06
## -6.496432e-06 -7.505666e-07 -2.835670e-06 -2.778623e-05 -1.207827e-05
## -1.354751e-05 -1.569487e-06 -5.912285e-06 -5.794192e-05 -2.518449e-05
## -1.376463e-05 -1.591141e-06 -6.007987e-06 -5.887288e-05 -2.559079e-05
## -1.573057e-06 -1.817137e-07 -6.866419e-07 -6.728224e-06 -2.924675e-06
## -4.078163e-06 -4.759140e-07 -1.778817e-06 -1.743974e-05 -7.578550e-06
## -4.670718e-06 -5.406409e-07 -2.038479e-06 -1.997670e-05 -8.683103e-06
## -1.659122e-06 -1.916966e-07 -7.241986e-07 -7.096313e-06 -3.084660e-06
## -2.050333e-05 -2.371525e-06 -8.948909e-06 -8.769408e-05 -3.811808e-05
## -1.707460e-05 -1.974422e-06 -7.452541e-06 -7.302952e-05 -3.174407e-05
## -3.355831e-06 -3.875977e-07 -1.464841e-06 -1.435348e-05 -6.239308e-06
## 5.212499e-06 5.978812e-07 2.276417e-06 2.229758e-05 9.694497e-06
## 2.975209e-07 3.213149e-08 1.304755e-07 1.274050e-06 5.548760e-07
## -7.648608e-06 -8.834632e-07 -3.338651e-06 -3.271442e-05 -1.422059e-05
## 4.806836e-07 5.075115e-08 2.111152e-07 2.059173e-06 8.973648e-07
## -9.675442e-06 -1.118722e-06 -4.223062e-06 -4.138276e-05 -1.798808e-05
## -1.361812e-06 -1.573865e-07 -5.944127e-07 -5.824644e-06 -2.531865e-06
## -1.492238e-05 -1.726458e-06 -6.512916e-06 -6.382368e-05 -2.774209e-05
## 3.774542e-06 4.331230e-07 1.648380e-06 1.614629e-05 7.019967e-06
## -4.774336e-06 -5.514690e-07 -2.084018e-06 -2.042066e-05 -8.876628e-06
## -1.431259e-05 -1.657467e-06 -6.246351e-06 -6.121456e-05 -2.660725e-05
## -5.043624e-06 -5.842797e-07 -2.201101e-06 -2.157130e-05 -9.375990e-06
## -4.325785e-06 -4.996425e-07 -1.888228e-06 -1.850214e-05 -8.042677e-06
## -2.142662e-05 -2.478928e-06 -9.351724e-06 -9.164265e-05 -3.983412e-05
## -9.676713e-06 -1.119218e-06 -4.223522e-06 -4.138796e-05 -1.799017e-05
## -3.094834e-06 -3.575329e-07 -1.350892e-06 -1.323710e-05 -5.753989e-06
## -1.066075e-05 -1.234958e-06 -4.652494e-06 -4.559545e-05 -1.981813e-05
## -1.647750e-05 -1.903675e-06 -7.192389e-06 -7.047684e-05 -3.063529e-05
## -4.256750e-06 -4.917956e-07 -1.858059e-06 -1.820678e-05 -7.914227e-06
## 3.874259e+00 5.364492e-01 7.651803e-03 -2.826892e-05 -1.228751e-05
## 5.364492e-01 2.139402e+00 -5.515186e-03 -3.269801e-06 -1.420212e-06
## 7.651803e-03 -5.515186e-03 1.362232e+00 -1.233827e-05 -5.363300e-06
## -2.826892e-05 -3.269801e-06 -1.233827e-05 4.453708e+00 1.080296e+00
## -1.228751e-05 -1.420212e-06 -5.363300e-06 1.080296e+00 2.654931e+00
## -4.203885e-06 -4.855940e-07 -1.835009e-06 9.213093e-02 -8.799774e-02
## -4.574682e-06 -5.304524e-07 -1.996313e-06 -1.956533e-05 -8.503855e-06
## 8.234640e-06 9.490180e-07 3.595036e-06 3.522241e-05 1.531180e-05
## -2.450147e-06 -2.830948e-07 -1.069476e-06 -1.047964e-05 -4.555340e-06
## d -5.103486e+00 -4.647940e+00 -1.426495e+00 -6.899322e+00 -6.148429e+00
## [,46] [,47] [,48] [,49] [,50]
## -3.228337e-03 -4.925919e-04 -3.839934e-04 -4.349347e-05 -7.2826072
## -6.190250e-06 -6.736224e-06 1.212559e-05 -3.607857e-06 -3.5549984
## -2.190533e-06 -2.384474e-06 4.290071e-06 -1.276734e-06 -2.9309167
## -1.909270e-06 -2.077099e-06 3.740526e-06 -1.112757e-06 -1.4142498
## 1.256814e-06 1.364062e-06 -2.465734e-06 7.323720e-07 -4.9574416
## -6.574613e-06 -7.154122e-06 1.287888e-05 -3.831861e-06 -4.8636972
## 1.055113e-06 1.147778e-06 -2.067200e-06 6.149353e-07 -1.4426588
## -1.526580e-05 -1.661174e-05 2.990349e-05 -8.897331e-06 -7.5216746
## -3.484472e-06 -3.791929e-06 6.825320e-06 -2.030856e-06 -6.4534259
## -2.876619e-06 -3.129498e-06 5.635678e-06 -1.676545e-06 -1.3383910
## -9.964054e-06 -1.084370e-05 1.951692e-05 -5.807371e-06 -8.1425315
## 1.793878e-06 1.949818e-06 -3.516327e-06 1.045438e-06 -6.9644102
## -4.132462e-06 -4.495862e-06 8.095910e-06 -2.408478e-06 -0.9381385
## -8.616050e-06 -9.377620e-06 1.687554e-05 -5.021746e-06 -7.7232118
## -8.755522e-06 -9.526230e-06 1.715213e-05 -5.102915e-06 -6.5737736
## -1.000653e-06 -1.088621e-06 1.960409e-06 -5.831986e-07 -1.4450127
## -2.592290e-06 -2.824572e-06 5.073928e-06 -1.510999e-06 -6.3245425
## -2.970703e-06 -3.232859e-06 5.818922e-06 -1.731417e-06 -5.9335266
## -1.055385e-06 -1.148202e-06 2.067596e-06 -6.150987e-07 -1.3875414
## -1.304137e-05 -1.419063e-05 2.554675e-05 -7.600850e-06 -7.8439612
## -1.086069e-05 -1.181731e-05 2.127553e-05 -6.329877e-06 -7.1704005
## -2.134733e-06 -2.322349e-06 4.182275e-06 -1.244159e-06 -1.4499800
## 3.317460e-06 3.605229e-06 -6.503481e-06 1.933329e-06 -7.6503712
## 1.901462e-07 2.048234e-07 -3.747048e-07 1.107437e-07 -6.8575460
## -4.865463e-06 -5.293121e-06 9.532149e-06 -2.835677e-06 -1.3077960
## 3.076663e-07 3.303613e-07 -6.074202e-07 1.791493e-07 -6.1738848
## -6.154326e-06 -6.696315e-06 1.205610e-05 -3.586889e-06 -5.9171244
## -8.662459e-07 -9.424667e-07 1.697015e-06 -5.048664e-07 -0.1436881
## -9.491360e-06 -1.032819e-05 1.859219e-05 -5.531829e-06 -6.9005321
## 2.402211e-06 2.610750e-06 -4.709073e-06 1.399952e-06 -6.5682897
## -3.037069e-06 -3.304019e-06 5.950056e-06 -1.770057e-06 -1.3896535
## -9.102890e-06 -9.906895e-06 1.782971e-05 -5.305471e-06 -6.9692640
## -3.207693e-06 -3.491195e-06 6.282668e-06 -1.869558e-06 -6.3014182
## -2.751741e-06 -2.993598e-06 5.391074e-06 -1.603763e-06 -1.4127781
## -1.362839e-05 -1.482994e-05 2.669608e-05 -7.943006e-06 -5.9944175
## -6.154996e-06 -6.697362e-06 1.205707e-05 -3.587291e-06 -5.7548047
## -1.968674e-06 -2.141769e-06 3.856861e-06 -1.147380e-06 -1.3459143
## -6.780140e-06 -7.379348e-06 1.327979e-05 -3.951708e-06 -3.7538235
## -1.048157e-05 -1.140324e-05 2.053451e-05 -6.108857e-06 -5.2485277
## -2.707776e-06 -2.945884e-06 5.304815e-06 -1.578143e-06 -1.1978453
## -4.203885e-06 -4.574682e-06 8.234640e-06 -2.450147e-06 -5.1034860
## -4.855940e-07 -5.304524e-07 9.490180e-07 -2.830948e-07 -4.6479401
## -1.835009e-06 -1.996313e-06 3.595036e-06 -1.069476e-06 -1.4264953
## 9.213093e-02 -1.956533e-05 3.522241e-05 -1.047964e-05 -6.8993220
## -8.799774e-02 -8.503855e-06 1.531180e-05 -4.555340e-06 -6.1484288
## 1.274458e+00 -2.909253e-06 5.239099e-06 -1.558563e-06 -1.3721616
## -2.909253e-06 3.721446e+00 4.889471e-01 1.429422e-02 -4.4219459
## 5.239099e-06 4.889471e-01 9.351470e-01 5.111604e-02 -3.7857632
## -1.558563e-06 1.429422e-02 5.111604e-02 1.204982e+00 -1.3402037
## d -1.372162e+00 -4.421946e+00 -3.785763e+00 -1.340204e+00 1815.5000000
##
## Model rank = 1025 / 1025
##
## Basis dimension (k) checking results. Low p-value (k-index<1) may
## indicate that k is too low, especially if edf is close to k'.
##
## k' edf k-index p-value
## s(bb.sp) 16.0 14.6 NA NA
## te(yday,elev.mean):bb.spbss 63.0 15.8 0.5 <2e-16 ***
## te(yday,elev.mean):bb.spgers 63.0 22.5 0.5 <2e-16 ***
## te(yday,elev.mean):bb.sphort 63.0 30.6 0.5 <2e-16 ***
## te(yday,elev.mean):bb.sphumi 63.0 32.1 0.5 <2e-16 ***
## te(yday,elev.mean):bb.sphypn 63.0 31.5 0.5 <2e-16 ***
## te(yday,elev.mean):bb.spjone 63.0 27.3 0.5 <2e-16 ***
## te(yday,elev.mean):bb.splapi 63.0 32.9 0.5 <2e-16 ***
## te(yday,elev.mean):bb.spmend 63.0 31.6 0.5 <2e-16 ***
## te(yday,elev.mean):bb.spmont 63.0 24.5 0.5 <2e-16 ***
## te(yday,elev.mean):bb.spmuci 63.0 29.7 0.5 <2e-16 ***
## te(yday,elev.mean):bb.sppasc 63.0 29.4 0.5 <2e-16 ***
## te(yday,elev.mean):bb.spprat 63.0 26.2 0.5 <2e-16 ***
## te(yday,elev.mean):bb.sppsit 63.0 20.4 0.5 <2e-16 ***
## te(yday,elev.mean):bb.sppyre 63.0 22.4 0.5 <2e-16 ***
## te(yday,elev.mean):bb.spsoro 63.0 28.8 0.5 <2e-16 ***
## te(yday,elev.mean):bb.spwurf 63.0 19.1 0.5 <2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.

weighted_fl_abundance.2011.sum <- summary(weighted_fl_abundance.2011)
print(plot(weighted_fl_abundance.2011, allTerms = TRUE), pages = 4)
## Hit <Return> to see next plot:

## Hit <Return> to see next plot:

## Hit <Return> to see next plot:

## Hit <Return> to see next plot:

weighted_fl_abundance.2011.ck <- check2D(weighted_fl_abundance.2011,
x1 = "yday", x2 = "elev.mean")
### 2012
weighted_fl_abundance.2012 <- bam(log(fl.abund.wt + 0.001) ~
s(bb.sp, bs = "re") +
#s(management, bs = "re") +
#s(site, bs = "re") +
te(yday, elev.mean,
by = bb.sp,
#id = 0,
bs= c("gp", "tp"),
k=c(8, 8),
m=2),
data = filter(fl_abund_wt, year == 2012),
discrete = TRUE,
family = "gaussian",
select = TRUE,
method = "fREML") %>% getViz(nsim = 500)
check.gamViz(weighted_fl_abundance.2012)
##
## Method: fREML Optimizer: perf chol
## $grad
## [1] -1.131628e-04 -9.460409e-06 -1.279718e-05 -2.584801e-05 -1.027590e-04
## [6] -2.199601e-05 -8.734337e-05 4.168813e-06 1.037249e-06 5.203119e-07
## [11] 1.912655e-05 4.051199e-06 6.053356e-06 -1.168450e-05 7.783338e-06
## [16] 1.683282e-05 1.962111e-05 -9.148472e-07 -9.649225e-06 -6.564609e-06
## [21] 7.787191e-07 2.069413e-05 -5.240654e-06 2.024420e-06 3.301784e-05
## [26] 1.573214e-05 4.233933e-06 8.822133e-06 1.103480e-05 2.675262e-06
## [31] -1.492661e-05 6.798648e-07 -3.451011e-06 -2.273318e-05 4.118399e-06
## [36] 4.666260e-06 1.976536e-05 -1.989085e-05 -2.708962e-05 -3.428239e-05
## [41] 5.718582e-06 3.249620e-06 1.555614e-05 -2.474853e-05 1.230538e-05
## [46] 3.701813e-05 5.238981e-06 2.893249e-06 1.716585e-05 3.288502e-04
##
## $hess
## [,1] [,2] [,3] [,4] [,5]
## 1.131711e-04 9.472298e-06 1.280829e-05 2.587014e-05 0.0001028664
## 9.472298e-06 4.178198e+00 1.160312e+00 2.221911e-02 0.0188005976
## 1.280829e-05 1.160312e+00 4.040933e+00 -7.575536e-02 0.0124765266
## 2.587014e-05 2.221911e-02 -7.575536e-02 1.432672e+00 0.0243881812
## 1.028664e-04 1.880060e-02 1.247653e-02 2.438818e-02 2.8067400489
## 2.202134e-05 4.173133e-03 2.784921e-03 5.445740e-03 0.9294839102
## 8.744912e-05 1.689460e-02 1.130711e-02 2.211449e-02 -0.2719233484
## -4.171623e-06 1.942393e-03 1.326649e-03 2.598043e-03 -0.0040468482
## -1.038023e-06 -4.573843e-04 -2.827828e-04 -5.501114e-04 0.0008063557
## -5.219391e-07 -1.580472e-02 -1.028947e-02 -2.008766e-02 0.0304276541
## -1.914134e-05 2.247185e-02 1.489700e-02 2.911751e-02 -0.0445849865
## -4.054599e-06 1.224517e-03 8.581355e-04 1.683235e-03 -0.0026590844
## -6.059242e-06 -8.851824e-03 -5.658595e-03 -1.103344e-02 0.0165255675
## 1.169756e-05 1.930352e-02 1.289889e-02 2.522511e-02 -0.0388049946
## -7.790207e-06 -4.009445e-03 -2.591752e-03 -5.057344e-03 0.0076272711
## -1.684804e-05 -1.040716e-02 -6.782311e-03 -1.324169e-02 0.0200700786
## -1.964494e-05 9.411607e-03 6.329802e-03 1.238376e-02 -0.0191218537
## 9.168526e-07 -7.069285e-03 -4.509806e-03 -8.792234e-03 0.0131517510
## 9.664302e-06 -2.953678e-02 -1.894594e-02 -3.695035e-02 0.0554609742
## 6.571337e-06 9.354201e-03 6.234488e-03 1.219014e-02 -0.0187245146
## -7.789955e-07 1.471350e-03 1.009754e-03 1.978051e-03 -0.0030893512
## -2.071098e-05 -7.896337e-03 -5.019286e-03 -9.783096e-03 0.0146006426
## 5.246929e-06 1.243199e-02 8.290436e-03 1.621067e-02 -0.0249083088
## -2.026011e-06 1.165499e-03 8.186596e-04 1.606031e-03 -0.0025402494
## -3.304924e-05 -2.006736e-02 -1.297773e-02 -2.532451e-02 0.0382041150
## -1.574855e-05 1.562789e-02 1.049670e-02 2.053423e-02 -0.0316829828
## -4.239337e-06 -8.713442e-03 -5.629816e-03 -1.098524e-02 0.0165626644
## -8.834219e-06 -2.898287e-02 -1.881612e-02 -3.672698e-02 0.0555370850
## -1.104323e-05 1.617655e-03 1.199877e-03 2.361576e-03 -0.0038406641
## -2.677301e-06 2.562020e-04 2.039192e-04 4.029376e-04 -0.0006770104
## 1.493846e-05 -1.926420e-02 -1.254543e-02 -2.449235e-02 0.0371062739
## -6.787017e-07 -5.617319e-03 -3.536871e-03 -6.889215e-03 0.0102195108
## 3.453983e-06 -2.950668e-03 -1.913347e-03 -3.734344e-03 0.0056428354
## 2.275161e-05 -1.538446e-02 -1.004506e-02 -1.961432e-02 0.0297630843
## -4.120991e-06 8.928127e-03 6.045888e-03 1.183351e-02 -0.0183437585
## -4.670597e-06 -3.413851e-03 -2.211287e-03 -4.315529e-03 0.0065167004
## -1.978397e-05 -1.674423e-02 -1.089616e-02 -2.127144e-02 0.0322118547
## 1.992016e-05 -1.272906e-02 -8.095746e-03 -1.578003e-02 0.0235590759
## 2.711686e-05 -9.969350e-03 -6.509968e-03 -1.271166e-02 0.0192900047
## 3.431624e-05 -1.226032e-02 -8.020205e-03 -1.566247e-02 0.0237933555
## -5.723641e-06 6.145588e-03 4.110914e-03 8.039867e-03 -0.0123757004
## -3.253076e-06 -3.728419e-03 -2.385848e-03 -4.652379e-03 0.0069726468
## -1.557240e-05 -1.436361e-02 -9.142505e-03 -1.782131e-02 0.0266198461
## 2.477672e-05 1.671807e-02 1.120724e-02 2.192148e-02 -0.0337857061
## -1.231590e-05 -4.289764e-03 -2.774230e-03 -5.413585e-03 0.0081668477
## -3.705123e-05 -1.455036e-02 -9.490291e-03 -1.852974e-02 0.0280991541
## -5.242704e-06 8.025211e-03 5.431203e-03 1.062999e-02 -0.0164725145
## -2.895837e-06 -1.661358e-03 -1.061346e-03 -2.069378e-03 0.0030981929
## -1.718190e-05 -1.781601e-02 -1.160117e-02 -2.264874e-02 0.0343111154
## d -3.291455e-04 -8.687216e+00 -9.580363e+00 -1.475098e+00 -8.6811817592
## [,6] [,7] [,8] [,9] [,10]
## 2.202134e-05 8.744912e-05 -4.171623e-06 -1.038023e-06 -5.219391e-07
## 4.173133e-03 1.689460e-02 1.942393e-03 -4.573843e-04 -1.580472e-02
## 2.784921e-03 1.130711e-02 1.326649e-03 -2.827828e-04 -1.028947e-02
## 5.445740e-03 2.211449e-02 2.598043e-03 -5.501114e-04 -2.008766e-02
## 9.294839e-01 -2.719233e-01 -4.046848e-03 8.063557e-04 3.042765e-02
## 6.206722e+00 5.546384e-02 -9.121675e-04 1.775729e-04 6.787124e-03
## 5.546384e-02 1.255865e+00 -3.721987e-03 7.159279e-04 2.754669e-02
## -9.121675e-04 -3.721987e-03 2.928521e+00 1.064958e+00 7.175592e-02
## 1.775729e-04 7.159279e-04 1.064958e+00 7.317077e+00 -1.137670e-02
## 6.787124e-03 2.754669e-02 7.175592e-02 -1.137670e-02 1.380608e+00
## -9.985826e-03 -4.061432e-02 -4.822897e-03 9.652580e-04 3.633550e-02
## -6.024403e-04 -2.464540e-03 -3.043064e-04 4.838021e-05 2.078984e-03
## 3.670221e-03 1.486295e-02 1.712369e-03 -3.992681e-04 -1.386567e-02
## -8.706425e-03 -3.544226e-02 -4.234392e-03 8.198677e-04 3.143078e-02
## 1.698488e-03 6.887684e-03 8.012862e-04 -1.782405e-04 -6.341713e-03
## 4.477835e-03 1.817624e-02 2.129081e-03 -4.576504e-04 -1.657836e-02
## -4.296222e-03 -1.750153e-02 -2.101052e-03 3.960209e-04 1.541154e-02
## 2.919455e-03 1.181958e-02 1.359230e-03 -3.197100e-04 -1.105364e-02
## 1.232766e-02 4.994343e-02 5.771396e-03 -1.326429e-03 -4.640433e-02
## -4.198738e-03 -1.708740e-02 -2.037497e-03 3.987620e-04 1.519647e-02
## -6.970273e-04 -2.845542e-03 -3.465340e-04 6.007497e-05 2.452453e-03
## 3.238215e-03 1.310408e-02 1.502024e-03 -3.587626e-04 -1.230812e-02
## -5.586057e-03 -2.273471e-02 -2.712031e-03 5.295450e-04 2.020641e-02
## -5.757724e-04 -2.355968e-03 -2.913253e-04 4.587711e-05 1.982805e-03
## 8.508448e-03 3.450526e-02 4.015780e-03 -8.915563e-04 -3.175312e-02
## -7.116398e-03 -2.898593e-02 -3.476363e-03 6.588507e-04 2.556110e-02
## 3.687865e-03 1.495412e-02 1.739003e-03 -3.875989e-04 -1.377633e-02
## 1.237991e-02 5.022910e-02 5.864921e-03 -1.281049e-03 -4.601549e-02
## -8.791116e-04 -3.614823e-03 -4.612696e-04 5.788988e-05 2.887855e-03
## -1.566853e-04 -6.477746e-04 -8.547890e-05 7.905885e-06 4.870169e-04
## 8.277408e-03 3.359645e-02 3.932999e-03 -8.479523e-04 -3.066823e-02
## 2.261170e-03 9.138997e-03 1.038303e-03 -2.582880e-04 -8.683703e-03
## 1.257509e-03 5.101375e-03 5.950591e-04 -1.306267e-04 -4.679863e-03
## 6.643349e-03 2.697247e-02 3.164384e-03 -6.747917e-04 -2.454777e-02
## -4.127376e-03 -1.682608e-02 -2.030031e-03 3.719256e-04 1.470791e-02
## 1.451880e-03 5.889110e-03 6.863137e-04 -1.513510e-04 -5.409346e-03
## 7.184346e-03 2.915730e-02 3.411197e-03 -7.377747e-04 -2.663901e-02
## 5.225793e-03 2.114873e-02 2.425368e-03 -5.779185e-04 -1.985066e-02
## 4.305772e-03 1.748194e-02 2.051126e-03 -4.372177e-04 -1.590865e-02
## 5.313142e-03 2.157649e-02 2.535218e-03 -5.363959e-04 -1.959487e-02
## -2.777291e-03 -1.130716e-02 -1.351974e-03 2.606232e-04 1.001577e-02
## 1.548962e-03 6.273490e-03 7.234287e-04 -1.679523e-04 -5.845453e-03
## 5.905864e-03 2.390336e-02 2.743234e-03 -6.514769e-04 -2.241502e-02
## -7.585546e-03 -3.089029e-02 -3.699448e-03 7.067854e-04 2.729787e-02
## 1.818841e-03 7.376153e-03 8.584499e-04 -1.905861e-04 -6.787817e-03
## 6.270403e-03 2.545506e-02 2.983735e-03 -6.391296e-04 -2.319519e-02
## -3.705877e-03 -1.510679e-02 -1.821819e-03 3.346082e-04 1.321353e-02
## 6.879798e-04 2.785820e-03 3.207695e-04 -7.499951e-05 -2.600911e-03
## 7.653709e-03 3.106460e-02 3.636307e-03 -7.843115e-04 -2.836028e-02
## d -1.070825e+01 -1.382974e+00 -8.229742e+00 -1.212426e+01 -1.431246e+00
## [,11] [,12] [,13] [,14] [,15]
## -1.914134e-05 -4.054599e-06 -6.059242e-06 1.169756e-05 -7.790207e-06
## 2.247185e-02 1.224517e-03 -8.851824e-03 1.930352e-02 -4.009445e-03
## 1.489700e-02 8.581355e-04 -5.658595e-03 1.289889e-02 -2.591752e-03
## 2.911751e-02 1.683235e-03 -1.103344e-02 2.522511e-02 -5.057344e-03
## -4.458499e-02 -2.659084e-03 1.652557e-02 -3.880499e-02 7.627271e-03
## -9.985826e-03 -6.024403e-04 3.670221e-03 -8.706425e-03 1.698488e-03
## -4.061432e-02 -2.464540e-03 1.486295e-02 -3.544226e-02 6.887684e-03
## -4.822897e-03 -3.043064e-04 1.712369e-03 -4.234392e-03 8.012862e-04
## 9.652580e-04 4.838021e-05 -3.992681e-04 8.198677e-04 -1.782405e-04
## 3.633550e-02 2.078984e-03 -1.386567e-02 3.143078e-02 -6.341713e-03
## 7.099531e+00 1.098162e+00 9.179053e-02 -4.628764e-02 9.111080e-03
## 1.098162e+00 6.351457e+00 -3.367251e-01 -2.799874e-03 5.128300e-04
## 9.179053e-02 -3.367251e-01 1.301054e+00 1.697946e-02 -3.515059e-03
## -4.628764e-02 -2.799874e-03 1.697946e-02 6.173446e+00 1.075399e+00
## 9.111080e-03 5.128300e-04 -3.515059e-03 1.075399e+00 5.839189e+00
## 2.396582e-02 1.374369e-03 -9.131243e-03 4.103535e-02 -1.644923e-01
## -2.280296e-02 -1.397202e-03 8.283938e-03 -1.992882e-02 3.847859e-03
## 1.571975e-02 8.571421e-04 -6.189616e-03 1.350462e-02 -2.803937e-03
## 6.627357e-02 3.662371e-03 -2.587512e-02 5.704210e-02 -1.175174e-02
## -2.233751e-02 -1.344103e-03 8.225843e-03 -1.946786e-02 3.804391e-03
## -3.681088e-03 -2.343039e-04 1.297752e-03 -3.236410e-03 6.086710e-04
## 1.745448e-02 9.431668e-04 -6.911333e-03 1.497603e-02 -3.125582e-03
## -2.971381e-02 -1.789988e-03 1.093299e-02 -2.590102e-02 5.057774e-03
## -3.024120e-03 -2.003809e-04 1.030497e-03 -2.676204e-03 4.887774e-04
## 4.563540e-02 2.571403e-03 -1.759374e-02 3.938787e-02 -8.021475e-03
## -3.778425e-02 -2.309134e-03 1.375355e-02 -3.300858e-02 6.384442e-03
## 1.978518e-02 1.112410e-03 -7.638674e-03 1.707124e-02 -3.481155e-03
## 6.632843e-02 3.770941e-03 -2.541997e-02 5.732196e-02 -1.161087e-02
## -4.563469e-03 -3.281291e-04 1.438768e-03 -4.095214e-03 7.008344e-04
## -8.026651e-04 -6.288329e-05 2.297230e-04 -7.316980e-04 1.158937e-04
## 4.431027e-02 2.536963e-03 -1.690121e-02 3.833281e-02 -7.731151e-03
## 1.222250e-02 6.444110e-04 -4.912099e-03 1.045161e-02 -2.211579e-03
## 6.739645e-03 3.821235e-04 -2.587635e-03 5.822197e-03 -1.181271e-03
## 3.553734e-02 2.046653e-03 -1.350087e-02 3.076976e-02 -6.183378e-03
## -2.186897e-02 -1.357855e-03 7.863892e-03 -1.915197e-02 3.664740e-03
## 7.783743e-03 4.402142e-04 -2.993510e-03 6.721724e-03 -1.365852e-03
## 3.846690e-02 2.198668e-03 -1.468925e-02 3.326948e-02 -6.716944e-03
## 2.816318e-02 1.523984e-03 -1.114182e-02 2.416892e-02 -5.040108e-03
## 2.303231e-02 1.326753e-03 -8.748839e-03 1.994300e-02 -4.007138e-03
## 2.840711e-02 1.642836e-03 -1.076123e-02 2.461114e-02 -4.933004e-03
## -1.476142e-02 -8.947998e-04 5.406265e-03 -1.287953e-02 2.504703e-03
## 8.332935e-03 4.578257e-04 -3.265449e-03 7.166340e-03 -1.481411e-03
## 3.182095e-02 1.725322e-03 -1.257351e-02 2.731543e-02 -5.689843e-03
## -4.029512e-02 -2.453154e-03 1.471009e-02 -3.518130e-02 6.822159e-03
## 9.755424e-03 5.496876e-04 -3.760984e-03 8.419900e-03 -1.714738e-03
## 3.355217e-02 1.927708e-03 -1.276753e-02 2.904074e-02 -5.844551e-03
## -1.963860e-02 -1.217975e-03 7.068169e-03 -1.719562e-02 3.292971e-03
## 3.702902e-03 2.026112e-04 -1.454825e-03 3.182667e-03 -6.594818e-04
## 4.097262e-02 2.345344e-03 -1.563050e-02 3.544426e-02 -7.149554e-03
## d -1.003326e+01 -1.056088e+01 -1.344946e+00 -1.006988e+01 -9.396837e+00
## [,16] [,17] [,18] [,19] [,20]
## -1.684804e-05 -1.964494e-05 9.168526e-07 9.664302e-06 6.571337e-06
## -1.040716e-02 9.411607e-03 -7.069285e-03 -2.953678e-02 9.354201e-03
## -6.782311e-03 6.329802e-03 -4.509806e-03 -1.894594e-02 6.234488e-03
## -1.324169e-02 1.238376e-02 -8.792234e-03 -3.695035e-02 1.219014e-02
## 2.007008e-02 -1.912185e-02 1.315175e-02 5.546097e-02 -1.872451e-02
## 4.477835e-03 -4.296222e-03 2.919455e-03 1.232766e-02 -4.198738e-03
## 1.817624e-02 -1.750153e-02 1.181958e-02 4.994343e-02 -1.708740e-02
## 2.129081e-03 -2.101052e-03 1.359230e-03 5.771396e-03 -2.037497e-03
## -4.576504e-04 3.960209e-04 -3.197100e-04 -1.326429e-03 3.987620e-04
## -1.657836e-02 1.541154e-02 -1.105364e-02 -4.640433e-02 1.519647e-02
## 2.396582e-02 -2.280296e-02 1.571975e-02 6.627357e-02 -2.233751e-02
## 1.374369e-03 -1.397202e-03 8.571421e-04 3.662371e-03 -1.344103e-03
## -9.131243e-03 8.283938e-03 -6.189616e-03 -2.587512e-02 8.225843e-03
## 4.103535e-02 -1.992882e-02 1.350462e-02 5.704210e-02 -1.946786e-02
## -1.644923e-01 3.847859e-03 -2.803937e-03 -1.175174e-02 3.804391e-03
## 1.407338e+00 1.017112e-02 -7.278730e-03 -3.056407e-02 1.002540e-02
## 1.017112e-02 5.667643e+00 9.737294e-01 1.759759e-01 -9.603454e-03
## -7.278730e-03 9.737294e-01 6.661012e+00 6.395278e-02 6.543949e-03
## -3.056407e-02 1.759759e-01 6.395278e-02 1.013869e+00 2.762402e-02
## 1.002540e-02 -9.603454e-03 6.543949e-03 2.762402e-02 2.689267e+00
## 1.619887e-03 -1.607624e-03 1.029665e-03 4.377106e-03 1.182313e+00
## -8.103528e-03 7.294703e-03 -5.521153e-03 -2.305072e-02 5.855034e-03
## 1.333087e-02 -1.277869e-02 8.697145e-03 3.671818e-02 -1.249186e-02
## 1.310908e-03 -1.336142e-03 8.158528e-04 3.487928e-03 -1.284476e-03
## -2.092145e-02 1.927846e-02 -1.403384e-02 -5.882425e-02 1.905734e-02
## 1.686858e-02 -1.631392e-02 1.093382e-02 4.623992e-02 -1.590848e-02
## -9.076565e-03 8.353426e-03 -6.093567e-03 -2.553630e-02 8.260549e-03
## -3.032363e-02 2.808573e-02 -2.026965e-02 -8.503862e-02 2.772293e-02
## 1.913356e-03 -2.066612e-03 1.133125e-03 4.911091e-03 -1.956858e-03
## 3.235236e-04 -3.736004e-04 1.796288e-04 7.930931e-04 -3.479147e-04
## -2.021265e-02 1.879731e-02 -1.347320e-02 -5.656581e-02 1.853295e-02
## -5.714887e-03 5.076754e-03 -3.927250e-03 -1.636073e-02 5.072205e-03
## -3.083815e-03 2.851758e-03 -2.063571e-03 -8.655052e-03 2.816181e-03
## -1.618061e-02 1.509908e-02 -1.076006e-02 -4.520253e-02 1.487227e-02
## 9.709497e-03 -9.484022e-03 6.247020e-03 2.647074e-02 -9.222990e-03
## -3.564345e-03 3.291384e-03 -2.387473e-03 -1.001104e-02 3.251663e-03
## -1.755654e-02 1.631113e-02 -1.171066e-02 -4.915736e-02 1.608625e-02
## -1.306977e-02 1.177439e-02 -8.900266e-03 -3.716325e-02 1.171561e-02
## -1.048619e-02 9.786506e-03 -6.972682e-03 -2.929258e-02 9.639158e-03
## -1.291694e-02 1.208293e-02 -8.575182e-03 -3.603971e-02 1.189321e-02
## 6.608600e-03 -6.359144e-03 4.299468e-03 1.816506e-02 -6.209793e-03
## -3.849694e-03 3.497320e-03 -2.607116e-03 -1.090136e-02 3.471398e-03
## -1.475866e-02 1.331028e-02 -1.004324e-02 -4.194332e-02 1.323966e-02
## 1.801328e-02 -1.737959e-02 1.169629e-02 4.944168e-02 -1.695885e-02
## -4.472348e-03 4.121136e-03 -2.999989e-03 -1.257476e-02 4.073866e-03
## -1.528836e-02 1.424660e-02 -1.017656e-02 -4.274060e-02 1.403816e-02
## 8.722758e-03 -8.514036e-03 5.615210e-03 2.379013e-02 -8.281350e-03
## -1.712783e-03 1.552474e-03 -1.161692e-03 -4.855622e-03 1.541983e-03
## -1.869146e-02 1.738039e-02 -1.246034e-02 -5.231219e-02 1.713659e-02
## d -1.449577e+00 -8.612189e+00 -1.006300e+01 -1.183688e+00 -9.470371e+00
## [,21] [,22] [,23] [,24] [,25]
## -7.789955e-07 -2.071098e-05 5.246929e-06 -2.026011e-06 -3.304924e-05
## 1.471350e-03 -7.896337e-03 1.243199e-02 1.165499e-03 -2.006736e-02
## 1.009754e-03 -5.019286e-03 8.290436e-03 8.186596e-04 -1.297773e-02
## 1.978051e-03 -9.783096e-03 1.621067e-02 1.606031e-03 -2.532451e-02
## -3.089351e-03 1.460064e-02 -2.490831e-02 -2.540249e-03 3.820411e-02
## -6.970273e-04 3.238215e-03 -5.586057e-03 -5.757724e-04 8.508448e-03
## -2.845542e-03 1.310408e-02 -2.273471e-02 -2.355968e-03 3.450526e-02
## -3.465340e-04 1.502024e-03 -2.712031e-03 -2.913253e-04 4.015780e-03
## 6.007497e-05 -3.587626e-04 5.295450e-04 4.587711e-05 -8.915563e-04
## 2.452453e-03 -1.230812e-02 2.020641e-02 1.982805e-03 -3.175312e-02
## -3.681088e-03 1.745448e-02 -2.971381e-02 -3.024120e-03 4.563540e-02
## -2.343039e-04 9.431668e-04 -1.789988e-03 -2.003809e-04 2.571403e-03
## 1.297752e-03 -6.911333e-03 1.093299e-02 1.030497e-03 -1.759374e-02
## -3.236410e-03 1.497603e-02 -2.590102e-02 -2.676204e-03 3.938787e-02
## 6.086710e-04 -3.125582e-03 5.057774e-03 4.887774e-04 -8.021475e-03
## 1.619887e-03 -8.103528e-03 1.333087e-02 1.310908e-03 -2.092145e-02
## -1.607624e-03 7.294703e-03 -1.277869e-02 -1.336142e-03 1.927846e-02
## 1.029665e-03 -5.521153e-03 8.697145e-03 8.158528e-04 -1.403384e-02
## 4.377106e-03 -2.305072e-02 3.671818e-02 3.487928e-03 -5.882425e-02
## 1.182313e+00 5.855034e-03 -1.249186e-02 -1.284476e-03 1.905734e-02
## 7.260820e+00 -4.945768e-01 -2.072123e-03 -2.243806e-04 3.050738e-03
## -4.945768e-01 1.310978e+00 9.647850e-03 8.973859e-04 -1.564258e-02
## -2.072123e-03 9.647850e-03 4.279031e+00 8.031675e-01 7.117244e-02
## -2.243806e-04 8.973859e-04 8.031675e-01 7.249149e+00 -1.553548e-01
## 3.050738e-03 -1.564258e-02 7.117244e-02 -1.553548e-01 1.269223e+00
## -2.659359e-03 1.211516e-02 -2.116779e-02 -2.208004e-03 3.198637e-02
## 1.320851e-03 -6.793060e-03 1.098192e-02 1.060188e-03 -1.742766e-02
## 4.458936e-03 -2.257981e-02 3.686017e-02 3.595554e-03 -5.813277e-02
## -3.576768e-04 1.234626e-03 -2.608647e-03 -3.155416e-04 3.517886e-03
## -6.674183e-05 1.931591e-04 -4.642986e-04 -6.063009e-05 5.825066e-04
## 2.991961e-03 -1.500160e-02 2.464302e-02 2.419662e-03 -3.871029e-02
## 7.842596e-04 -4.395156e-03 6.738945e-03 6.124746e-04 -1.106623e-02
## 4.523009e-04 -2.299179e-03 3.744267e-03 3.643103e-04 -5.914193e-03
## 2.408465e-03 -1.197583e-02 1.977666e-02 1.952486e-03 -3.096207e-02
## -1.555028e-03 6.912900e-03 -1.227419e-02 -1.299160e-03 1.836342e-02
## 5.215501e-04 -2.660507e-03 4.323153e-03 4.196497e-04 -6.838181e-03
## 2.594631e-03 -1.304062e-02 2.138930e-02 2.096864e-03 -3.363161e-02
## 1.836091e-03 -9.945697e-03 1.556931e-02 1.450099e-03 -2.522448e-02
## 1.561175e-03 -7.760403e-03 1.281786e-02 1.265719e-03 -2.006501e-02
## 1.930286e-03 -9.541311e-03 1.581587e-02 1.567510e-03 -2.470197e-02
## -1.033521e-03 4.767118e-03 -8.262011e-03 -8.553460e-04 1.254770e-02
## 5.483831e-04 -2.910661e-03 4.613958e-03 4.359123e-04 -7.414977e-03
## 2.077083e-03 -1.122160e-02 1.759501e-02 1.641815e-03 -2.847668e-02
## -2.829094e-03 1.296403e-02 -2.256447e-02 -2.345375e-03 3.417808e-02
## 6.521538e-04 -3.343887e-03 5.416088e-03 5.239295e-04 -8.584625e-03
## 2.270504e-03 -1.132827e-02 1.866702e-02 1.838836e-03 -2.926486e-02
## -1.395399e-03 6.214345e-03 -1.102090e-02 -1.165277e-03 1.650036e-02
## 2.430677e-04 -1.297274e-03 2.049422e-03 1.928798e-04 -3.300828e-03
## 2.766205e-03 -1.387404e-02 2.278625e-02 2.236883e-03 -3.579813e-02
## d -1.134357e+01 -1.347236e+00 -8.999338e+00 -1.066433e+01 -1.346793e+00
## [,26] [,27] [,28] [,29] [,30]
## -1.574855e-05 -4.239337e-06 -8.834219e-06 -1.104323e-05 -2.677301e-06
## 1.562789e-02 -8.713442e-03 -2.898287e-02 1.617655e-03 2.562020e-04
## 1.049670e-02 -5.629816e-03 -1.881612e-02 1.199877e-03 2.039192e-04
## 2.053423e-02 -1.098524e-02 -3.672698e-02 2.361576e-03 4.029376e-04
## -3.168298e-02 1.656266e-02 5.553709e-02 -3.840664e-03 -6.770104e-04
## -7.116398e-03 3.687865e-03 1.237991e-02 -8.791116e-04 -1.566853e-04
## -2.898593e-02 1.495412e-02 5.022910e-02 -3.614823e-03 -6.477746e-04
## -3.476363e-03 1.739003e-03 5.864921e-03 -4.612696e-04 -8.547890e-05
## 6.588507e-04 -3.875989e-04 -1.281049e-03 5.788988e-05 7.905885e-06
## 2.556110e-02 -1.377633e-02 -4.601549e-02 2.887855e-03 4.870169e-04
## -3.778425e-02 1.978518e-02 6.632843e-02 -4.563469e-03 -8.026651e-04
## -2.309134e-03 1.112410e-03 3.770941e-03 -3.281291e-04 -6.288329e-05
## 1.375355e-02 -7.638674e-03 -2.541997e-02 1.438768e-03 2.297230e-04
## -3.300858e-02 1.707124e-02 5.732196e-02 -4.095214e-03 -7.316980e-04
## 6.384442e-03 -3.481155e-03 -1.161087e-02 7.008344e-04 1.158937e-04
## 1.686858e-02 -9.076565e-03 -3.032363e-02 1.913356e-03 3.235236e-04
## -1.631392e-02 8.353426e-03 2.808573e-02 -2.066612e-03 -3.736004e-04
## 1.093382e-02 -6.093567e-03 -2.026965e-02 1.133125e-03 1.796288e-04
## 4.623992e-02 -2.553630e-02 -8.503862e-02 4.911091e-03 7.930931e-04
## -1.590848e-02 8.260549e-03 2.772293e-02 -1.956858e-03 -3.479147e-04
## -2.659359e-03 1.320851e-03 4.458936e-03 -3.576768e-04 -6.674183e-05
## 1.211516e-02 -6.793060e-03 -2.257981e-02 1.234626e-03 1.931591e-04
## -2.116779e-02 1.098192e-02 3.686017e-02 -2.608647e-03 -4.642986e-04
## -2.208004e-03 1.060188e-03 3.595554e-03 -3.155416e-04 -6.063009e-05
## 3.198637e-02 -1.742766e-02 -5.813277e-02 3.517886e-03 5.825066e-04
## 6.534718e+00 9.179449e-01 3.143244e-01 -3.407821e-03 -6.146330e-04
## 9.179449e-01 6.056797e+00 1.002950e-01 1.518525e-03 2.507674e-04
## 3.143244e-01 1.002950e-01 1.066275e+00 5.205288e-03 8.712939e-04
## -3.407821e-03 1.518525e-03 5.205288e-03 2.910818e+00 8.844576e-01
## -6.146330e-04 2.507674e-04 8.712939e-04 8.844576e-01 7.226729e+00
## 3.117613e-02 -1.679455e-02 -5.610028e-02 8.127488e-02 -3.196198e-02
## 8.436366e-03 -4.807504e-03 -1.594887e-02 8.204477e-04 1.234731e-04
## 4.730870e-03 -2.566320e-03 -8.565045e-03 5.260445e-04 8.776637e-05
## 2.503892e-02 -1.343159e-02 -4.489049e-02 2.861084e-03 4.861184e-04
## -1.569842e-02 7.954806e-03 2.678226e-02 -2.031122e-03 -3.714362e-04
## 5.460507e-03 -2.967390e-03 -9.901416e-03 6.044940e-04 1.005493e-04
## 2.705380e-02 -1.459159e-02 -4.873411e-02 3.051023e-03 5.139195e-04
## 1.955446e-02 -1.095392e-02 -3.641449e-02 1.998043e-03 3.132559e-04
## 1.622896e-02 -8.704325e-03 -2.909179e-02 1.855096e-03 3.152702e-04
## 2.003521e-02 -1.071512e-02 -3.582520e-02 2.305795e-03 3.935974e-04
## -1.053225e-02 5.438116e-03 1.826404e-02 -1.311219e-03 -2.347408e-04
## 5.806144e-03 -3.219231e-03 -1.071518e-02 6.101745e-04 9.776248e-05
## 2.210419e-02 -1.236583e-02 -4.111475e-02 2.266910e-03 3.564439e-04
## -2.878165e-02 1.481138e-02 4.976597e-02 -3.608360e-03 -6.485494e-04
## 6.837694e-03 -3.725483e-03 -1.242696e-02 7.520194e-04 1.245231e-04
## 2.362661e-02 -1.269586e-02 -4.242237e-02 2.688570e-03 4.555716e-04
## -1.409325e-02 7.147917e-03 2.406273e-02 -1.820136e-03 -3.325289e-04
## 2.577619e-03 -1.433157e-03 -4.768627e-03 2.688542e-04 4.283094e-05
## 2.882626e-02 -1.553117e-02 -5.187905e-02 3.259264e-03 5.499348e-04
## d -9.661738e+00 -9.123706e+00 -1.306878e+00 -9.104176e+00 -1.037002e+01
## [,31] [,32] [,33] [,34] [,35]
## 1.493846e-05 -6.787017e-07 3.453983e-06 2.275161e-05 -4.120991e-06
## -1.926420e-02 -5.617319e-03 -2.950668e-03 -1.538446e-02 8.928127e-03
## -1.254543e-02 -3.536871e-03 -1.913347e-03 -1.004506e-02 6.045888e-03
## -2.449235e-02 -6.889215e-03 -3.734344e-03 -1.961432e-02 1.183351e-02
## 3.710627e-02 1.021951e-02 5.642835e-03 2.976308e-02 -1.834376e-02
## 8.277408e-03 2.261170e-03 1.257509e-03 6.643349e-03 -4.127376e-03
## 3.359645e-02 9.138997e-03 5.101375e-03 2.697247e-02 -1.682608e-02
## 3.932999e-03 1.038303e-03 5.950591e-04 3.164384e-03 -2.030031e-03
## -8.479523e-04 -2.582880e-04 -1.306267e-04 -6.747917e-04 3.719256e-04
## -3.066823e-02 -8.683703e-03 -4.679863e-03 -2.454777e-02 1.470791e-02
## 4.431027e-02 1.222250e-02 6.739645e-03 3.553734e-02 -2.186897e-02
## 2.536963e-03 6.444110e-04 3.821235e-04 2.046653e-03 -1.357855e-03
## -1.690121e-02 -4.912099e-03 -2.587635e-03 -1.350087e-02 7.863892e-03
## 3.833281e-02 1.045161e-02 5.822197e-03 3.076976e-02 -1.915197e-02
## -7.731151e-03 -2.211579e-03 -1.181271e-03 -6.183378e-03 3.664740e-03
## -2.021265e-02 -5.714887e-03 -3.083815e-03 -1.618061e-02 9.709497e-03
## 1.879731e-02 5.076754e-03 2.851758e-03 1.509908e-02 -9.484022e-03
## -1.347320e-02 -3.927250e-03 -2.063571e-03 -1.076006e-02 6.247020e-03
## -5.656581e-02 -1.636073e-02 -8.655052e-03 -4.520253e-02 2.647074e-02
## 1.853295e-02 5.072205e-03 2.816181e-03 1.487227e-02 -9.222990e-03
## 2.991961e-03 7.842596e-04 4.523009e-04 2.408465e-03 -1.555028e-03
## -1.500160e-02 -4.395156e-03 -2.299179e-03 -1.197583e-02 6.912900e-03
## 2.464302e-02 6.738945e-03 3.744267e-03 1.977666e-02 -1.227419e-02
## 2.419662e-03 6.124746e-04 3.643103e-04 1.952486e-03 -1.299160e-03
## -3.871029e-02 -1.106623e-02 -5.914193e-03 -3.096207e-02 1.836342e-02
## 3.117613e-02 8.436366e-03 4.730870e-03 2.503892e-02 -1.569842e-02
## -1.679455e-02 -4.807504e-03 -2.566320e-03 -1.343159e-02 7.954806e-03
## -5.610028e-02 -1.594887e-02 -8.565045e-03 -4.489049e-02 2.678226e-02
## 8.127488e-02 8.204477e-04 5.260445e-04 2.861084e-03 -2.031122e-03
## -3.196198e-02 1.234731e-04 8.776637e-05 4.861184e-04 -3.714362e-04
## 1.325894e+00 -1.058274e-02 -5.705421e-03 -2.992981e-02 1.794058e-02
## -1.058274e-02 1.799846e+00 6.611594e-01 5.399055e-02 4.796740e-03
## -5.705421e-03 6.611594e-01 5.893733e+00 3.203766e-03 2.718490e-03
## -2.992981e-02 5.399055e-02 3.203766e-03 1.404846e+00 1.442143e-02
## 1.794058e-02 4.796740e-03 2.718490e-03 1.442143e-02 1.953112e+00
## -6.594676e-03 -1.880942e-03 -1.007249e-03 -5.275622e-03 8.416739e-01
## -3.247819e-02 -9.202214e-03 -4.956465e-03 -2.599522e-02 1.109786e-01
## -2.419490e-02 -7.082960e-03 -3.707783e-03 -1.931610e-02 1.116005e-02
## -1.939660e-02 -5.468427e-03 -2.958246e-03 -1.553075e-02 9.347534e-03
## -2.389155e-02 -6.718443e-03 -3.642619e-03 -1.913356e-02 1.154663e-02
## 1.221534e-02 3.325414e-03 1.854984e-03 9.806371e-03 -6.112903e-03
## -7.125259e-03 -2.067862e-03 -1.090700e-03 -5.692381e-03 3.320999e-03
## -2.732074e-02 -7.989146e-03 -4.186205e-03 -2.181355e-02 1.261884e-02
## 3.329364e-02 9.034991e-03 5.053930e-03 2.673405e-02 -1.671575e-02
## -8.275042e-03 -2.365606e-03 -1.264268e-03 -6.618719e-03 3.925532e-03
## -2.828030e-02 -7.986374e-03 -4.314038e-03 -2.264098e-02 1.360316e-02
## 1.611763e-02 4.313154e-03 2.442521e-03 1.295523e-02 -8.208160e-03
## -3.170289e-03 -9.222504e-04 -4.854401e-04 -2.532277e-03 1.473466e-03
## -3.457704e-02 -9.787716e-03 -5.276146e-03 -2.767710e-02 1.658778e-02
## d -1.416954e+00 -8.414356e+00 -9.977939e+00 -1.462382e+00 -8.312390e+00
## [,36] [,37] [,38] [,39] [,40]
## -4.670597e-06 -1.978397e-05 1.992016e-05 2.711686e-05 3.431624e-05
## -3.413851e-03 -1.674423e-02 -1.272906e-02 -9.969350e-03 -1.226032e-02
## -2.211287e-03 -1.089616e-02 -8.095746e-03 -6.509968e-03 -8.020205e-03
## -4.315529e-03 -2.127144e-02 -1.578003e-02 -1.271166e-02 -1.566247e-02
## 6.516700e-03 3.221185e-02 2.355908e-02 1.929000e-02 2.379336e-02
## 1.451880e-03 7.184346e-03 5.225793e-03 4.305772e-03 5.313142e-03
## 5.889110e-03 2.915730e-02 2.114873e-02 1.748194e-02 2.157649e-02
## 6.863137e-04 3.411197e-03 2.425368e-03 2.051126e-03 2.535218e-03
## -1.513510e-04 -7.377747e-04 -5.779185e-04 -4.372177e-04 -5.363959e-04
## -5.409346e-03 -2.663901e-02 -1.985066e-02 -1.590865e-02 -1.959487e-02
## 7.783743e-03 3.846690e-02 2.816318e-02 2.303231e-02 2.840711e-02
## 4.402142e-04 2.198668e-03 1.523984e-03 1.326753e-03 1.642836e-03
## -2.993510e-03 -1.468925e-02 -1.114182e-02 -8.748839e-03 -1.076123e-02
## 6.721724e-03 3.326948e-02 2.416892e-02 1.994300e-02 2.461114e-02
## -1.365852e-03 -6.716944e-03 -5.040108e-03 -4.007138e-03 -4.933004e-03
## -3.564345e-03 -1.755654e-02 -1.306977e-02 -1.048619e-02 -1.291694e-02
## 3.291384e-03 1.631113e-02 1.177439e-02 9.786506e-03 1.208293e-02
## -2.387473e-03 -1.171066e-02 -8.900266e-03 -6.972682e-03 -8.575182e-03
## -1.001104e-02 -4.915736e-02 -3.716325e-02 -2.929258e-02 -3.603971e-02
## 3.251663e-03 1.608625e-02 1.171561e-02 9.639158e-03 1.189321e-02
## 5.215501e-04 2.594631e-03 1.836091e-03 1.561175e-03 1.930286e-03
## -2.660507e-03 -1.304062e-02 -9.945697e-03 -7.760403e-03 -9.541311e-03
## 4.323153e-03 2.138930e-02 1.556931e-02 1.281786e-02 1.581587e-02
## 4.196497e-04 2.096864e-03 1.450099e-03 1.265719e-03 1.567510e-03
## -6.838181e-03 -3.363161e-02 -2.522448e-02 -2.006501e-02 -2.470197e-02
## 5.460507e-03 2.705380e-02 1.955446e-02 1.622896e-02 2.003521e-02
## -2.967390e-03 -1.459159e-02 -1.095392e-02 -8.704325e-03 -1.071512e-02
## -9.901416e-03 -4.873411e-02 -3.641449e-02 -2.909179e-02 -3.582520e-02
## 6.044940e-04 3.051023e-03 1.998043e-03 1.855096e-03 2.305795e-03
## 1.005493e-04 5.139195e-04 3.132559e-04 3.152702e-04 3.935974e-04
## -6.594676e-03 -3.247819e-02 -2.419490e-02 -1.939660e-02 -2.389155e-02
## -1.880942e-03 -9.202214e-03 -7.082960e-03 -5.468427e-03 -6.718443e-03
## -1.007249e-03 -4.956465e-03 -3.707783e-03 -2.958246e-03 -3.642619e-03
## -5.275622e-03 -2.599522e-02 -1.931610e-02 -1.553075e-02 -1.913356e-02
## 8.416739e-01 1.109786e-01 1.116005e-02 9.347534e-03 1.154663e-02
## 4.461820e+00 -1.696941e-01 -4.290370e-03 -3.418895e-03 -4.209494e-03
## -1.696941e-01 1.383705e+00 -2.103182e-02 -1.684666e-02 -2.074953e-02
## -4.290370e-03 -2.103182e-02 6.644054e+00 1.397676e+00 -3.256350e-03
## -3.418895e-03 -1.684666e-02 1.397676e+00 4.055732e+00 3.184102e-04
## -4.209494e-03 -2.074953e-02 -3.256350e-03 3.184102e-04 1.435366e+00
## 2.141475e-03 1.060148e-02 7.693569e-03 6.355890e-03 7.844244e-03
## -1.261718e-03 -6.192533e-03 -4.692414e-03 -3.688795e-03 -4.537636e-03
## -4.843786e-03 -2.374840e-02 -1.808861e-02 -1.413538e-02 -1.738105e-02
## 5.833906e-03 2.889305e-02 2.092355e-02 1.732752e-02 2.138843e-02
## -1.461788e-03 -7.189380e-03 -5.392192e-03 -4.289269e-03 -5.280505e-03
## -4.986074e-03 -2.456338e-02 -1.827117e-02 -1.467302e-02 -1.807542e-02
## 2.818259e-03 1.398318e-02 1.003217e-02 8.397172e-03 1.037224e-02
## -5.615991e-04 -2.755432e-03 -2.091315e-03 -1.640963e-03 -2.018314e-03
## -6.098521e-03 -3.003410e-02 -2.237630e-02 -1.793668e-02 -2.209315e-02
## d -9.732203e+00 -1.442904e+00 -9.095465e+00 -8.910283e+00 -1.474254e+00
## [,41] [,42] [,43] [,44] [,45]
## -5.723641e-06 -3.253076e-06 -0.0000155724 2.477672e-05 -0.0000123159
## 6.145588e-03 -3.728419e-03 -0.0143636066 1.671807e-02 -0.0042897642
## 4.110914e-03 -2.385848e-03 -0.0091425046 1.120724e-02 -0.0027742300
## 8.039867e-03 -4.652379e-03 -0.0178213084 2.192148e-02 -0.0054135853
## -1.237570e-02 6.972647e-03 0.0266198461 -3.378571e-02 0.0081668477
## -2.777291e-03 1.548962e-03 0.0059058636 -7.585546e-03 0.0018188413
## -1.130716e-02 6.273490e-03 0.0239033643 -3.089029e-02 0.0073761525
## -1.351974e-03 7.234287e-04 0.0027432341 -3.699448e-03 0.0008584499
## 2.606232e-04 -1.679523e-04 -0.0006514769 7.067854e-04 -0.0001905861
## 1.001577e-02 -5.845453e-03 -0.0224150242 2.729787e-02 -0.0067878173
## -1.476142e-02 8.332935e-03 0.0318209472 -4.029512e-02 0.0097554244
## -8.947998e-04 4.578257e-04 0.0017253216 -2.453154e-03 0.0005496876
## 5.406265e-03 -3.265449e-03 -0.0125735076 1.471009e-02 -0.0037609837
## -1.287953e-02 7.166340e-03 0.0273154308 -3.518130e-02 0.0084199001
## 2.504703e-03 -1.481411e-03 -0.0056898434 6.822159e-03 -0.0017147382
## 6.608600e-03 -3.849694e-03 -0.0147586644 1.801328e-02 -0.0044723477
## -6.359144e-03 3.497320e-03 0.0133102823 -1.737959e-02 0.0041211362
## 4.299468e-03 -2.607116e-03 -0.0100432432 1.169629e-02 -0.0029999893
## 1.816506e-02 -1.090136e-02 -0.0419433165 4.944168e-02 -0.0125747637
## -6.209793e-03 3.471398e-03 0.0132396581 -1.695885e-02 0.0040738663
## -1.033521e-03 5.483831e-04 0.0020770827 -2.829094e-03 0.0006521538
## 4.767118e-03 -2.910661e-03 -0.0112216029 1.296403e-02 -0.0033438875
## -8.262011e-03 4.613958e-03 0.0175950113 -2.256447e-02 0.0054160878
## -8.553460e-04 4.359123e-04 0.0016418151 -2.345375e-03 0.0005239295
## 1.254770e-02 -7.414977e-03 -0.0284766807 3.417808e-02 -0.0085846246
## -1.053225e-02 5.806144e-03 0.0221041859 -2.878165e-02 0.0068376936
## 5.438116e-03 -3.219231e-03 -0.0123658286 1.481138e-02 -0.0037254829
## 1.826404e-02 -1.071518e-02 -0.0411147475 4.976597e-02 -0.0124269551
## -1.311219e-03 6.101745e-04 0.0022669096 -3.608360e-03 0.0007520194
## -2.347408e-04 9.776248e-05 0.0003564439 -6.485494e-04 0.0001245231
## 1.221534e-02 -7.125259e-03 -0.0273207364 3.329364e-02 -0.0082750420
## 3.325414e-03 -2.067862e-03 -0.0079891459 9.034991e-03 -0.0023656062
## 1.854984e-03 -1.090700e-03 -0.0041862047 5.053930e-03 -0.0012642681
## 9.806371e-03 -5.692381e-03 -0.0218135507 2.673405e-02 -0.0066187189
## -6.112903e-03 3.320999e-03 0.0126188413 -1.671575e-02 0.0039255321
## 2.141475e-03 -1.261718e-03 -0.0048437865 5.833906e-03 -0.0014617875
## 1.060148e-02 -6.192533e-03 -0.0237484019 2.889305e-02 -0.0071893802
## 7.693569e-03 -4.692414e-03 -0.0180886060 2.092355e-02 -0.0053921925
## 6.355890e-03 -3.688795e-03 -0.0141353762 1.732752e-02 -0.0042892690
## 7.844244e-03 -4.537636e-03 -0.0173810474 2.138843e-02 -0.0052805051
## 3.783335e+00 9.390051e-01 -0.0827913940 -1.122465e-02 0.0026823070
## 9.390051e-01 7.416654e+00 -0.1339251862 6.209418e-03 -0.0015850871
## -8.279139e-02 -1.339252e-01 1.1814904013 2.365020e-02 -0.0060874101
## -1.122465e-02 6.209418e-03 0.0236501954 4.766178e+00 1.2221522178
## 2.682307e-03 -1.585087e-03 -0.0060874101 1.222152e+00 4.9490888908
## 9.254901e-03 -5.382934e-03 -0.0206327711 1.462338e-01 -0.1180667846
## -5.488350e-03 2.984878e-03 0.0113432838 -1.500719e-02 0.0035272665
## 1.013332e-03 -6.128212e-04 -0.0023599918 2.757040e-03 -0.0007056124
## 1.129481e-02 -6.589522e-03 -0.0252671027 3.078441e-02 -0.0076525146
## d -8.644248e+00 -1.157214e+01 -1.2745623381 -9.716462e+00 -9.3946358353
## [,46] [,47] [,48] [,49] [,50]
## -3.705123e-05 -5.242704e-06 -2.895837e-06 -0.0000171819 -3.291455e-04
## -1.455036e-02 8.025211e-03 -1.661358e-03 -0.0178160080 -8.687216e+00
## -9.490291e-03 5.431203e-03 -1.061346e-03 -0.0116011707 -9.580363e+00
## -1.852974e-02 1.062999e-02 -2.069378e-03 -0.0226487380 -1.475098e+00
## 2.809915e-02 -1.647251e-02 3.098193e-03 0.0343111154 -8.681182e+00
## 6.270403e-03 -3.705877e-03 6.879798e-04 0.0076537088 -1.070825e+01
## 2.545506e-02 -1.510679e-02 2.785820e-03 0.0310645996 -1.382974e+00
## 2.983735e-03 -1.821819e-03 3.207695e-04 0.0036363073 -8.229742e+00
## -6.391296e-04 3.346082e-04 -7.499951e-05 -0.0007843115 -1.212426e+01
## -2.319519e-02 1.321353e-02 -2.600911e-03 -0.0283602843 -1.431246e+00
## 3.355217e-02 -1.963860e-02 3.702902e-03 0.0409726207 -1.003326e+01
## 1.927708e-03 -1.217975e-03 2.026112e-04 0.0023453442 -1.056088e+01
## -1.276753e-02 7.068169e-03 -1.454825e-03 -0.0156305015 -1.344946e+00
## 2.904074e-02 -1.719562e-02 3.182667e-03 0.0354442622 -1.006988e+01
## -5.844551e-03 3.292971e-03 -6.594818e-04 -0.0071495539 -9.396837e+00
## -1.528836e-02 8.722758e-03 -1.712783e-03 -0.0186914646 -1.449577e+00
## 1.424660e-02 -8.514036e-03 1.552474e-03 0.0173803870 -8.612189e+00
## -1.017656e-02 5.615210e-03 -1.161692e-03 -0.0124603371 -1.006300e+01
## -4.274060e-02 2.379013e-02 -4.855622e-03 -0.0523121856 -1.183688e+00
## 1.403816e-02 -8.281350e-03 1.541983e-03 0.0171365900 -9.470371e+00
## 2.270504e-03 -1.395399e-03 2.430677e-04 0.0027662054 -1.134357e+01
## -1.132827e-02 6.214345e-03 -1.297274e-03 -0.0138740407 -1.347236e+00
## 1.866702e-02 -1.102090e-02 2.049422e-03 0.0227862489 -8.999338e+00
## 1.838836e-03 -1.165277e-03 1.928798e-04 0.0022368826 -1.066433e+01
## -2.926486e-02 1.650036e-02 -3.300828e-03 -0.0357981313 -1.346793e+00
## 2.362661e-02 -1.409325e-02 2.577619e-03 0.0288262614 -9.661738e+00
## -1.269586e-02 7.147917e-03 -1.433157e-03 -0.0155311677 -9.123706e+00
## -4.242237e-02 2.406273e-02 -4.768627e-03 -0.0518790468 -1.306878e+00
## 2.688570e-03 -1.820136e-03 2.688542e-04 0.0032592643 -9.104176e+00
## 4.555716e-04 -3.325289e-04 4.283094e-05 0.0005499348 -1.037002e+01
## -2.828030e-02 1.611763e-02 -3.170289e-03 -0.0345770413 -1.416954e+00
## -7.986374e-03 4.313154e-03 -9.222504e-04 -0.0097877161 -8.414356e+00
## -4.314038e-03 2.442521e-03 -4.854401e-04 -0.0052761460 -9.977939e+00
## -2.264098e-02 1.295523e-02 -2.532277e-03 -0.0276771015 -1.462382e+00
## 1.360316e-02 -8.208160e-03 1.473466e-03 0.0165877811 -8.312390e+00
## -4.986074e-03 2.818259e-03 -5.615991e-04 -0.0060985206 -9.732203e+00
## -2.456338e-02 1.398318e-02 -2.755432e-03 -0.0300340959 -1.442904e+00
## -1.827117e-02 1.003217e-02 -2.091315e-03 -0.0223763023 -9.095465e+00
## -1.467302e-02 8.397172e-03 -1.640963e-03 -0.0179366795 -8.910283e+00
## -1.807542e-02 1.037224e-02 -2.018314e-03 -0.0220931458 -1.474254e+00
## 9.254901e-03 -5.488350e-03 1.013332e-03 0.0112948095 -8.644248e+00
## -5.382934e-03 2.984878e-03 -6.128212e-04 -0.0065895215 -1.157214e+01
## -2.063277e-02 1.134328e-02 -2.359992e-03 -0.0252671027 -1.274562e+00
## 1.462338e-01 -1.500719e-02 2.757040e-03 0.0307844108 -9.716462e+00
## -1.180668e-01 3.527266e-03 -7.056124e-04 -0.0076525146 -9.394636e+00
## 1.377218e+00 1.222047e-02 -2.394801e-03 -0.0261518561 -1.441898e+00
## 1.222047e-02 2.566382e+00 9.319019e-01 0.1149106174 -8.258130e+00
## -2.394801e-03 9.319019e-01 5.820609e+00 0.0038333598 -9.962411e+00
## -2.615186e-02 1.149106e-01 3.833360e-03 1.3787216276 -1.442750e+00
## d -1.441898e+00 -8.258130e+00 -9.962411e+00 -1.4427498936 5.855500e+03
##
## Model rank = 1025 / 1025
##
## Basis dimension (k) checking results. Low p-value (k-index<1) may
## indicate that k is too low, especially if edf is close to k'.
##
## k' edf k-index p-value
## s(bb.sp) 1.60e+01 8.85e-04 NA NA
## te(yday,elev.mean):bb.spbss 6.30e+01 3.95e+01 0.46 <2e-16 ***
## te(yday,elev.mean):bb.spgers 6.30e+01 4.15e+01 0.46 <2e-16 ***
## te(yday,elev.mean):bb.sphort 6.30e+01 4.36e+01 0.46 <2e-16 ***
## te(yday,elev.mean):bb.sphumi 6.30e+01 4.39e+01 0.46 <2e-16 ***
## te(yday,elev.mean):bb.sphypn 6.30e+01 4.18e+01 0.46 <2e-16 ***
## te(yday,elev.mean):bb.spjone 6.30e+01 3.97e+01 0.46 <2e-16 ***
## te(yday,elev.mean):bb.splapi 6.30e+01 4.43e+01 0.46 <2e-16 ***
## te(yday,elev.mean):bb.spmend 6.30e+01 4.20e+01 0.46 <2e-16 ***
## te(yday,elev.mean):bb.spmont 6.30e+01 4.02e+01 0.46 <2e-16 ***
## te(yday,elev.mean):bb.spmuci 6.30e+01 4.18e+01 0.46 <2e-16 ***
## te(yday,elev.mean):bb.sppasc 6.30e+01 3.97e+01 0.46 <2e-16 ***
## te(yday,elev.mean):bb.spprat 6.30e+01 3.90e+01 0.46 <2e-16 ***
## te(yday,elev.mean):bb.sppsit 6.30e+01 3.90e+01 0.46 <2e-16 ***
## te(yday,elev.mean):bb.sppyre 6.30e+01 4.30e+01 0.46 <2e-16 ***
## te(yday,elev.mean):bb.spsoro 6.30e+01 4.11e+01 0.45 <2e-16 ***
## te(yday,elev.mean):bb.spwurf 6.30e+01 3.93e+01 0.46 <2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.

weighted_fl_abundance.2012.sum <- summary(weighted_fl_abundance.2012)
print(plot(weighted_fl_abundance.2012, allTerms = TRUE), pages = 4)
## Hit <Return> to see next plot:

## Hit <Return> to see next plot:

## Hit <Return> to see next plot:

## Hit <Return> to see next plot:

weighted_fl_abundance.2012.ck <- check2D(weighted_fl_abundance.2012,
x1 = "yday", x2 = "elev.mean")
Bumbles
### 2010
bb_abund.2010 <- bam(bb.abund ~
s(bb.sp, bs = "re") +
te(yday, elev.mean,
by = bb.sp,
bs= c("gp", "cr"),
k=c(8, 8),
m=2),
data = filter(bb_abund_sp, year == 2010 & bb.total.abund >= 5),
discrete = TRUE,
family = "tw",
select = TRUE,
method = "fREML") %>% getViz(nsim = 500)
check.gamViz(bb_abund.2010)
##
## Method: fREML Optimizer: perf chol
## $grad
## [1] -3.594810e-07 -2.946461e-07 -1.870161e-07 -3.003423e-08 -6.350309e-06
## [6] -7.273269e-08 -9.639240e-08 -3.179879e-07 -2.745494e-07 -9.811496e-08
## [11] -3.334348e-07 -4.981661e-06 -2.524458e-07 -6.097508e-08 -1.022632e-05
## [16] -9.029786e-06 -3.703346e-09 -6.741992e-06 -7.741522e-08 -1.050725e-07
## [21] -8.849608e-06 -9.110371e-08 -2.754725e-07 -3.242950e-07 -1.627193e-07
## [26] -2.514731e-07 -2.034898e-07 -8.375873e-08 -4.120638e-07 -4.637223e-07
## [31] -7.929883e-08 -2.067409e-07 -1.259290e-05 -1.288488e-05 -1.693243e-07
## [36] -8.874348e-08 -7.811928e-08 -3.440866e-07 -3.387392e-07 -8.076127e-08
## [41] -2.526796e-07 -1.742804e-07 -5.526100e-08
##
## $hess
## [,1] [,2] [,3] [,4] [,5]
## [1,] 5.580425e+00 4.070840e-02 2.611275e-02 1.837595e-04 4.839179e-07
## [2,] 4.070840e-02 3.022246e+00 -8.017021e-02 2.891911e-02 1.235263e-09
## [3,] 2.611275e-02 -8.017021e-02 8.411060e-01 6.366201e-02 7.956365e-10
## [4,] 1.837595e-04 2.891911e-02 6.366201e-02 8.727813e-02 7.410066e-12
## [5,] 4.839179e-07 1.235263e-09 7.956365e-10 7.410066e-12 5.990168e-06
## [6,] -6.590616e-02 -1.484763e-04 -9.564538e-05 -8.970506e-07 2.431000e-07
## [7,] -2.399125e-01 -5.387416e-04 -3.470472e-04 -3.255556e-06 1.148124e-06
## [8,] 3.231373e-02 -1.744608e-04 -1.123818e-04 -1.052776e-06 1.841800e-09
## [9,] 2.107463e-02 -1.148043e-04 -7.395332e-05 -6.929396e-07 1.211869e-09
## [10,] 1.609553e-03 -1.096334e-05 -7.062844e-06 -6.651066e-08 1.154502e-10
## [11,] -1.782431e-02 -1.101369e-04 -7.094772e-05 -6.653067e-07 1.162157e-09
## [12,] -1.871049e-07 -1.055436e-09 -6.799126e-10 -6.389220e-12 1.112566e-14
## [13,] -1.705386e-02 -9.832239e-05 -6.333877e-05 -5.948926e-07 1.036705e-09
## [14,] -3.762169e-02 -2.154753e-04 -1.388033e-04 -1.301024e-06 2.274177e-09
## [15,] -1.477332e-07 -6.732806e-10 -4.337538e-10 -4.090465e-12 7.085156e-15
## [16,] -3.316566e-07 -1.714252e-09 -1.104322e-09 -1.037759e-11 1.807031e-14
## [17,] -9.624207e-03 -2.896557e-05 -1.865926e-05 -1.751393e-07 3.055055e-10
## [18,] 2.327527e-09 2.075949e-10 1.336317e-10 1.199970e-12 -2.235072e-15
## [19,] -1.206988e-01 -3.728358e-04 -2.401716e-04 -2.251703e-06 3.934546e-09
## [20,] -1.056195e-01 -2.495577e-04 -1.607629e-04 -1.509429e-06 2.631733e-09
## [21,] 4.842551e-07 1.413673e-09 9.105083e-10 8.456620e-12 -1.498536e-14
## [22,] -1.328024e-01 -3.124017e-04 -2.012473e-04 -1.890018e-06 3.294063e-09
## [23,] -1.818092e-02 -4.150281e-05 -2.674138e-05 -2.541932e-07 4.350618e-10
## [24,] -3.066180e-02 -7.643774e-05 -4.924676e-05 -4.658336e-07 8.031914e-10
## [25,] -1.639397e-01 -4.832772e-04 -3.113185e-04 -2.920574e-06 5.098492e-09
## [26,] 1.778160e-02 -4.087052e-05 -2.632771e-05 -2.468010e-07 4.313342e-10
## [27,] 3.235331e-02 -7.405685e-05 -4.770528e-05 -4.470885e-07 7.816639e-10
## [28,] 5.350150e-02 -1.217346e-04 -7.841745e-05 -7.346566e-07 1.285119e-09
## [29,] 6.458901e-02 -2.492149e-04 -1.605361e-04 -1.504033e-06 2.630856e-09
## [30,] 2.602133e-02 -1.025098e-04 -6.603427e-05 -6.191121e-07 1.081776e-09
## [31,] 1.399222e-02 -5.673601e-05 -3.654855e-05 -3.430026e-07 5.984468e-10
## [32,] 2.192627e-02 -3.669645e-04 -2.363877e-04 -2.215296e-06 3.873366e-09
## [33,] -1.063978e-08 -1.041449e-10 -6.711222e-11 -6.428249e-13 1.087616e-15
## [34,] -4.045353e-07 5.510816e-09 3.549793e-09 3.320474e-11 -5.821945e-14
## [35,] -5.025153e-02 -1.144490e-04 -7.373276e-05 -6.954537e-07 1.204280e-09
## [36,] 2.541653e-02 8.131935e-05 5.237423e-05 4.856894e-07 -8.626402e-10
## [37,] -1.633952e-01 -4.039123e-04 -2.601966e-04 -2.442929e-06 4.259576e-09
## [38,] 2.193855e-02 -1.079607e-04 -6.954570e-05 -6.520698e-07 1.139269e-09
## [39,] 2.451504e-02 -1.181452e-04 -7.610557e-05 -7.131586e-07 1.247092e-09
## [40,] 2.478561e-02 -1.222740e-04 -7.876605e-05 -7.385716e-07 1.290269e-09
## [41,] 4.835753e-02 -1.232780e-04 -7.941124e-05 -7.437508e-07 1.301593e-09
## [42,] 2.958596e-02 -7.544548e-05 -4.859927e-05 -4.551787e-07 7.965623e-10
## [43,] 9.775967e-03 -2.518641e-05 -1.622433e-05 -1.520396e-07 2.658514e-10
## [,6] [,7] [,8] [,9] [,10]
## [1,] -6.590616e-02 -2.399125e-01 3.231373e-02 2.107463e-02 1.609553e-03
## [2,] -1.484763e-04 -5.387416e-04 -1.744608e-04 -1.148043e-04 -1.096334e-05
## [3,] -9.564538e-05 -3.470472e-04 -1.123818e-04 -7.395332e-05 -7.062844e-06
## [4,] -8.970506e-07 -3.255556e-06 -1.052776e-06 -6.929396e-07 -6.651066e-08
## [5,] 2.431000e-07 1.148124e-06 1.841800e-09 1.211869e-09 1.154502e-10
## [6,] 7.359689e-01 1.494390e-01 -2.214044e-04 -1.456993e-04 -1.392177e-05
## [7,] 1.494390e-01 8.156805e-01 -8.033608e-04 -5.286688e-04 -5.051918e-05
## [8,] -2.214044e-04 -8.033608e-04 1.363843e+00 3.129561e-02 -6.371217e-02
## [9,] -1.456993e-04 -5.286688e-04 3.129561e-02 6.487721e-01 8.740860e-02
## [10,] -1.392177e-05 -5.051918e-05 -6.371217e-02 8.740860e-02 3.892400e-01
## [11,] -1.397888e-04 -5.072292e-04 -1.642331e-04 -1.080764e-04 -1.032614e-05
## [12,] -1.339915e-09 -4.862100e-09 -1.573888e-09 -1.035765e-09 -9.905075e-11
## [13,] -1.248163e-04 -4.529126e-04 -1.466191e-04 -9.648813e-05 -9.225160e-06
## [14,] -2.734728e-04 -9.922993e-04 -3.213086e-04 -2.114407e-04 -2.019814e-05
## [15,] -8.551050e-10 -3.103069e-09 -1.004063e-09 -6.608125e-10 -6.328942e-11
## [16,] -2.176308e-09 -7.897092e-09 -2.556327e-09 -1.682302e-09 -1.608804e-10
## [17,] -3.676788e-05 -1.334157e-04 -4.319327e-05 -2.842457e-05 -2.716905e-06
## [18,] 2.621929e-10 9.507122e-10 3.093610e-10 2.034147e-10 1.908309e-11
## [19,] -4.732017e-04 -1.717025e-03 -5.559607e-04 -3.658578e-04 -3.495260e-05
## [20,] -3.167915e-04 -1.149514e-03 -3.721406e-04 -2.448993e-04 -2.341137e-05
## [21,] 1.792289e-09 6.502368e-09 2.107724e-09 1.386770e-09 1.319581e-10
## [22,] -3.965779e-04 -1.439034e-03 -4.658554e-04 -3.065729e-04 -2.931025e-05
## [23,] -5.275987e-05 -1.914841e-04 -6.190067e-05 -4.074546e-05 -3.915730e-06
## [24,] -9.711479e-05 -3.524351e-04 -1.139969e-04 -7.503013e-05 -7.195416e-06
## [25,] -6.134182e-04 -2.225827e-03 -7.206541e-04 -4.742424e-04 -4.531943e-05
## [26,] -5.187193e-05 -1.882182e-04 -6.094467e-05 -4.010541e-05 -3.831301e-06
## [27,] -9.398859e-05 -3.410379e-04 -1.104305e-04 -7.266987e-05 -6.941482e-06
## [28,] -1.544920e-04 -5.605716e-04 -1.815247e-04 -1.194532e-04 -1.140852e-05
## [29,] -3.162768e-04 -1.147605e-03 -3.716172e-04 -2.445447e-04 -2.335582e-05
## [30,] -1.301053e-04 -4.720908e-04 -1.528593e-04 -1.005913e-04 -9.610188e-06
## [31,] -7.201751e-05 -2.613217e-04 -8.460418e-05 -5.567606e-05 -5.321359e-06
## [32,] -4.657272e-04 -1.689891e-03 -5.472020e-04 -3.600912e-04 -3.439550e-05
## [33,] -1.325115e-10 -4.809917e-10 -1.553484e-10 -1.022717e-10 -9.860875e-12
## [34,] 6.992459e-09 2.537137e-08 8.217266e-09 5.407252e-09 5.160840e-10
## [35,] -1.453598e-04 -5.274942e-04 -1.706782e-04 -1.123303e-04 -1.075928e-05
## [36,] 1.030804e-04 3.739630e-04 1.212408e-04 7.976760e-05 7.585302e-06
## [37,] -5.127286e-04 -1.860492e-03 -6.023139e-04 -3.963721e-04 -3.789089e-05
## [38,] -1.370246e-04 -4.971978e-04 -1.609877e-04 -1.059404e-04 -1.012147e-05
## [39,] -1.499407e-04 -5.440592e-04 -1.761730e-04 -1.159320e-04 -1.107329e-05
## [40,] -1.551923e-04 -5.631206e-04 -1.823314e-04 -1.199861e-04 -1.146372e-05
## [41,] -1.564454e-04 -5.676568e-04 -1.838253e-04 -1.209665e-04 -1.155161e-05
## [42,] -9.574396e-05 -3.474037e-04 -1.125001e-04 -7.403089e-05 -7.069578e-06
## [43,] -3.196479e-05 -1.159842e-04 -3.755690e-05 -2.471463e-05 -2.360674e-06
## [,11] [,12] [,13] [,14] [,15]
## [1,] -1.782431e-02 -1.871049e-07 -1.705386e-02 -3.762169e-02 -1.477332e-07
## [2,] -1.101369e-04 -1.055436e-09 -9.832239e-05 -2.154753e-04 -6.732806e-10
## [3,] -7.094772e-05 -6.799126e-10 -6.333877e-05 -1.388033e-04 -4.337538e-10
## [4,] -6.653067e-07 -6.389220e-12 -5.948926e-07 -1.301024e-06 -4.090465e-12
## [5,] 1.162157e-09 1.112566e-14 1.036705e-09 2.274177e-09 7.085156e-15
## [6,] -1.397888e-04 -1.339915e-09 -1.248163e-04 -2.734728e-04 -8.551050e-10
## [7,] -5.072292e-04 -4.862100e-09 -4.529126e-04 -9.922993e-04 -3.103069e-09
## [8,] -1.642331e-04 -1.573888e-09 -1.466191e-04 -3.213086e-04 -1.004063e-09
## [9,] -1.080764e-04 -1.035765e-09 -9.648813e-05 -2.114407e-04 -6.608125e-10
## [10,] -1.032614e-05 -9.905075e-11 -9.225160e-06 -2.019814e-05 -6.328942e-11
## [11,] 4.834855e-01 1.268380e-06 4.494906e-02 -2.028548e-04 -6.342414e-10
## [12,] 1.268380e-06 4.973407e-06 3.348183e-07 -1.944206e-09 -6.085344e-15
## [13,] 4.494906e-02 3.348183e-07 2.847297e-01 -1.811125e-04 -5.667268e-10
## [14,] -2.028548e-04 -1.944206e-09 -1.811125e-04 3.936447e-01 2.146212e-07
## [15,] -6.342414e-10 -6.085344e-15 -5.667268e-10 2.146212e-07 1.021931e-05
## [16,] -1.614271e-09 -1.547864e-14 -1.441748e-09 -1.191584e-06 -1.377444e-11
## [17,] -2.727292e-05 -2.614547e-10 -2.435431e-05 -5.335317e-05 -1.668938e-10
## [18,] 1.945994e-10 1.851035e-15 1.727576e-10 3.813310e-10 1.165939e-15
## [19,] -3.510073e-04 -3.364276e-09 -3.133957e-04 -6.866955e-04 -2.146765e-09
## [20,] -2.349820e-04 -2.252808e-09 -2.098444e-04 -4.596824e-04 -1.438168e-09
## [21,] 1.329637e-09 1.272278e-14 1.185669e-09 2.602187e-09 8.095527e-15
## [22,] -2.941631e-04 -2.820312e-09 -2.627033e-04 -5.754495e-04 -1.800593e-09
## [23,] -3.912834e-05 -3.759612e-10 -3.500079e-05 -7.650782e-05 -2.409053e-10
## [24,] -7.202817e-05 -6.914659e-10 -6.438734e-05 -1.408640e-04 -4.424160e-10
## [25,] -4.550119e-04 -4.361614e-09 -4.062904e-04 -8.901438e-04 -2.783703e-09
## [26,] -3.847716e-05 -3.687809e-10 -3.435361e-05 -7.527542e-05 -2.353123e-10
## [27,] -6.971836e-05 -6.681802e-10 -6.224468e-05 -1.363960e-04 -4.263218e-10
## [28,] -1.145988e-04 -1.098244e-09 -1.023091e-04 -2.242026e-04 -7.006416e-10
## [29,] -2.346072e-04 -2.248342e-09 -2.094485e-04 -4.589879e-04 -1.434377e-09
## [30,] -9.650833e-05 -9.250009e-10 -8.616743e-05 -1.888045e-04 -5.902531e-10
## [31,] -5.341976e-05 -5.121011e-10 -4.770213e-05 -1.045040e-04 -3.268744e-10
## [32,] -3.454649e-04 -3.310905e-09 -3.084298e-04 -6.758635e-04 -2.112441e-09
## [33,] -9.826424e-11 -9.454667e-16 -8.798988e-11 -1.920788e-10 -6.072284e-16
## [34,] 5.186964e-09 4.969485e-14 4.629742e-09 1.014845e-08 3.168873e-14
## [35,] -1.078148e-04 -1.034482e-09 -9.634036e-05 -2.108748e-04 -6.613125e-10
## [36,] 7.647336e-05 7.315424e-10 6.817904e-05 1.496723e-04 4.652651e-10
## [37,] -3.803198e-04 -3.646156e-09 -3.396325e-04 -7.439999e-04 -2.327637e-09
## [38,] -1.016407e-04 -9.742028e-10 -9.075056e-05 -1.988449e-04 -6.216596e-10
## [39,] -1.112224e-04 -1.065930e-09 -9.929782e-05 -2.175950e-04 -6.800723e-10
## [40,] -1.151169e-04 -1.103382e-09 -1.027838e-04 -2.252084e-04 -7.041064e-10
## [41,] -1.160483e-04 -1.112077e-09 -1.035991e-04 -2.270409e-04 -7.094042e-10
## [42,] -7.102106e-05 -6.805882e-10 -6.340234e-05 -1.389479e-04 -4.341556e-10
## [43,] -2.371070e-05 -2.272397e-10 -2.116872e-05 -4.638742e-05 -1.449829e-10
## [,16] [,17] [,18] [,19] [,20]
## [1,] -3.316566e-07 -9.624207e-03 2.327527e-09 -1.206988e-01 -1.056195e-01
## [2,] -1.714252e-09 -2.896557e-05 2.075949e-10 -3.728358e-04 -2.495577e-04
## [3,] -1.104322e-09 -1.865926e-05 1.336317e-10 -2.401716e-04 -1.607629e-04
## [4,] -1.037759e-11 -1.751393e-07 1.199970e-12 -2.251703e-06 -1.509429e-06
## [5,] 1.807031e-14 3.055055e-10 -2.235072e-15 3.934546e-09 2.631733e-09
## [6,] -2.176308e-09 -3.676788e-05 2.621929e-10 -4.732017e-04 -3.167915e-04
## [7,] -7.897092e-09 -1.334157e-04 9.507122e-10 -1.717025e-03 -1.149514e-03
## [8,] -2.556327e-09 -4.319327e-05 3.093610e-10 -5.559607e-04 -3.721406e-04
## [9,] -1.682302e-09 -2.842457e-05 2.034147e-10 -3.658578e-04 -2.448993e-04
## [10,] -1.608804e-10 -2.716905e-06 1.908309e-11 -3.495260e-05 -2.341137e-05
## [11,] -1.614271e-09 -2.727292e-05 1.945994e-10 -3.510073e-04 -2.349820e-04
## [12,] -1.547864e-14 -2.614547e-10 1.851035e-15 -3.364276e-09 -2.252808e-09
## [13,] -1.441748e-09 -2.435431e-05 1.727576e-10 -3.133957e-04 -2.098444e-04
## [14,] -1.191584e-06 -5.335317e-05 3.813310e-10 -6.866955e-04 -4.596824e-04
## [15,] -1.377444e-11 -1.668938e-10 1.165939e-15 -2.146765e-09 -1.438168e-09
## [16,] 9.029808e-06 -4.246587e-10 3.006326e-15 -5.464301e-09 -3.659046e-09
## [17,] -4.246587e-10 3.910346e-03 1.035018e-07 1.786749e-02 -6.181138e-05
## [18,] 3.006326e-15 1.035018e-07 6.616097e-06 3.621733e-07 4.389946e-10
## [19,] -5.464301e-09 1.786749e-02 3.621733e-07 9.415790e-01 -7.954259e-04
## [20,] -3.659046e-09 -6.181138e-05 4.389946e-10 -7.954259e-04 7.222753e-01
## [21,] 2.066427e-14 3.494563e-10 -2.581880e-15 4.501785e-09 -2.151954e-06
## [22,] -4.580797e-09 -7.738035e-05 5.490545e-10 -9.957522e-04 1.157453e-01
## [23,] -6.106509e-10 -1.030276e-05 6.979853e-11 -1.324211e-04 -8.880081e-05
## [24,] -1.123100e-09 -1.895806e-05 1.309083e-10 -2.437855e-04 -1.633801e-04
## [25,] -7.084196e-09 -1.196817e-04 8.526489e-10 -1.540262e-03 -1.031183e-03
## [26,] -5.989787e-10 -1.012003e-05 7.230126e-11 -1.302509e-04 -8.719279e-05
## [27,] -1.085267e-09 -1.833654e-05 1.311221e-10 -2.360082e-04 -1.579841e-04
## [28,] -1.783781e-09 -3.013964e-05 2.158092e-10 -3.879386e-04 -2.596749e-04
## [29,] -3.651783e-09 -6.170214e-05 4.417586e-10 -7.941890e-04 -5.316091e-04
## [30,] -1.502399e-09 -2.538334e-05 1.812457e-10 -3.266943e-04 -2.187004e-04
## [31,] -8.317624e-10 -1.405141e-05 9.996637e-11 -1.808301e-04 -1.210688e-04
## [32,] -5.377613e-09 -9.085995e-05 6.498384e-10 -1.169457e-03 -7.828310e-04
## [33,] -1.535677e-15 -2.588957e-11 1.701161e-16 -3.325060e-10 -2.231919e-10
## [34,] 8.071481e-14 1.364010e-09 -9.822680e-15 1.755935e-08 1.175144e-08
## [35,] -1.680232e-09 -2.837072e-05 1.980652e-10 -3.649278e-04 -2.444791e-04
## [36,] 1.188166e-09 2.009634e-05 -1.492935e-10 2.589251e-04 1.730970e-04
## [37,] -5.922144e-09 -1.000418e-04 7.106209e-10 -1.287403e-03 -8.619828e-04
## [38,] -1.582313e-09 -2.673337e-05 1.908467e-10 -3.440678e-04 -2.303324e-04
## [39,] -1.731296e-09 -2.925216e-05 2.092803e-10 -3.765072e-04 -2.520301e-04
## [40,] -1.792128e-09 -3.027801e-05 2.160966e-10 -3.896860e-04 -2.608732e-04
## [41,] -1.806248e-09 -3.052014e-05 2.187681e-10 -3.928473e-04 -2.629511e-04
## [42,] -1.105419e-09 -1.867822e-05 1.338776e-10 -2.404208e-04 -1.609252e-04
## [43,] -3.690855e-10 -6.236080e-06 4.460747e-11 -8.026477e-05 -5.372875e-05
## [,21] [,22] [,23] [,24] [,25]
## [1,] 4.842551e-07 -1.328024e-01 -1.818092e-02 -3.066180e-02 -1.639397e-01
## [2,] 1.413673e-09 -3.124017e-04 -4.150281e-05 -7.643774e-05 -4.832772e-04
## [3,] 9.105083e-10 -2.012473e-04 -2.674138e-05 -4.924676e-05 -3.113185e-04
## [4,] 8.456620e-12 -1.890018e-06 -2.541932e-07 -4.658336e-07 -2.920574e-06
## [5,] -1.498536e-14 3.294063e-09 4.350618e-10 8.031914e-10 5.098492e-09
## [6,] 1.792289e-09 -3.965779e-04 -5.275987e-05 -9.711479e-05 -6.134182e-04
## [7,] 6.502368e-09 -1.439034e-03 -1.914841e-04 -3.524351e-04 -2.225827e-03
## [8,] 2.107724e-09 -4.658554e-04 -6.190067e-05 -1.139969e-04 -7.206541e-04
## [9,] 1.386770e-09 -3.065729e-04 -4.074546e-05 -7.503013e-05 -4.742424e-04
## [10,] 1.319581e-10 -2.931025e-05 -3.915730e-06 -7.195416e-06 -4.531943e-05
## [11,] 1.329637e-09 -2.941631e-04 -3.912834e-05 -7.202817e-05 -4.550119e-04
## [12,] 1.272278e-14 -2.820312e-09 -3.759612e-10 -6.914659e-10 -4.361614e-09
## [13,] 1.185669e-09 -2.627033e-04 -3.500079e-05 -6.438734e-05 -4.062904e-04
## [14,] 2.602187e-09 -5.754495e-04 -7.650782e-05 -1.408640e-04 -8.901438e-04
## [15,] 8.095527e-15 -1.800593e-09 -2.409053e-10 -4.424160e-10 -2.783703e-09
## [16,] 2.066427e-14 -4.580797e-09 -6.106509e-10 -1.123100e-09 -7.084196e-09
## [17,] 3.494563e-10 -7.738035e-05 -1.030276e-05 -1.895806e-05 -1.196817e-04
## [18,] -2.581880e-15 5.490545e-10 6.979853e-11 1.309083e-10 8.526489e-10
## [19,] 4.501785e-09 -9.957522e-04 -1.324211e-04 -2.437855e-04 -1.540262e-03
## [20,] -2.151954e-06 1.157453e-01 -8.880081e-05 -1.633801e-04 -1.031183e-03
## [21,] 8.822105e-06 1.012967e-06 4.961655e-10 9.170688e-10 5.832681e-09
## [22,] 1.012967e-06 7.425727e-01 -1.111980e-04 -2.045660e-04 -1.290901e-03
## [23,] 4.961655e-10 -1.111980e-04 3.132812e-01 1.359868e-01 8.105172e-03
## [24,] 9.170688e-10 -2.045660e-04 1.359868e-01 5.669979e-01 7.350025e-02
## [25,] 5.832681e-09 -1.290901e-03 8.105172e-03 7.350025e-02 9.474024e-01
## [26,] 4.935339e-10 -1.091518e-04 -1.451374e-05 -2.672103e-05 -1.688416e-04
## [27,] 8.944333e-10 -1.977705e-04 -2.629054e-05 -4.840813e-05 -3.059285e-04
## [28,] 1.470643e-09 -3.250683e-04 -4.319683e-05 -7.954927e-05 -5.028604e-04
## [29,] 3.010635e-09 -6.654837e-04 -8.843575e-05 -1.628571e-04 -1.029459e-03
## [30,] 1.237727e-09 -2.737797e-04 -3.640979e-05 -6.702923e-05 -4.234905e-04
## [31,] 6.845636e-10 -1.515630e-04 -2.017679e-05 -3.712944e-05 -2.344206e-04
## [32,] 4.432218e-09 -9.799765e-04 -1.302665e-04 -2.398613e-04 -1.515919e-03
## [33,] 1.238125e-15 -2.795311e-10 -3.800269e-11 -6.934156e-11 -4.315240e-10
## [34,] -6.664819e-14 1.471030e-08 1.951641e-09 3.596407e-09 2.275919e-08
## [35,] 1.375956e-09 -3.060902e-04 -4.096011e-05 -7.521646e-05 -4.732052e-04
## [36,] -9.894881e-10 2.166406e-04 2.848523e-05 5.268428e-05 3.354453e-04
## [37,] 4.872056e-09 -1.079104e-03 -1.437178e-04 -2.644237e-04 -1.668973e-03
## [38,] 1.303492e-09 -2.883416e-04 -3.834854e-05 -7.059678e-05 -4.460129e-04
## [39,] 1.427052e-09 -3.155000e-04 -4.193512e-05 -7.721842e-05 -4.880485e-04
## [40,] 1.476235e-09 -3.265746e-04 -4.343649e-05 -7.996101e-05 -5.051493e-04
## [41,] 1.489596e-09 -3.291676e-04 -4.372840e-05 -8.053804e-05 -5.092154e-04
## [42,] 9.116150e-10 -2.014496e-04 -2.676208e-05 -4.928950e-05 -3.116378e-04
## [43,] 3.042114e-10 -6.725956e-05 -8.940328e-06 -1.646220e-05 -1.040437e-04
## [,26] [,27] [,28] [,29] [,30]
## [1,] 1.778160e-02 3.235331e-02 5.350150e-02 6.458901e-02 2.602133e-02
## [2,] -4.087052e-05 -7.405685e-05 -1.217346e-04 -2.492149e-04 -1.025098e-04
## [3,] -2.632771e-05 -4.770528e-05 -7.841745e-05 -1.605361e-04 -6.603427e-05
## [4,] -2.468010e-07 -4.470885e-07 -7.346566e-07 -1.504033e-06 -6.191121e-07
## [5,] 4.313342e-10 7.816639e-10 1.285119e-09 2.630856e-09 1.081776e-09
## [6,] -5.187193e-05 -9.398859e-05 -1.544920e-04 -3.162768e-04 -1.301053e-04
## [7,] -1.882182e-04 -3.410379e-04 -5.605716e-04 -1.147605e-03 -4.720908e-04
## [8,] -6.094467e-05 -1.104305e-04 -1.815247e-04 -3.716172e-04 -1.528593e-04
## [9,] -4.010541e-05 -7.266987e-05 -1.194532e-04 -2.445447e-04 -1.005913e-04
## [10,] -3.831301e-06 -6.941482e-06 -1.140852e-05 -2.335582e-05 -9.610188e-06
## [11,] -3.847716e-05 -6.971836e-05 -1.145988e-04 -2.346072e-04 -9.650833e-05
## [12,] -3.687809e-10 -6.681802e-10 -1.098244e-09 -2.248342e-09 -9.250009e-10
## [13,] -3.435361e-05 -6.224468e-05 -1.023091e-04 -2.094485e-04 -8.616743e-05
## [14,] -7.527542e-05 -1.363960e-04 -2.242026e-04 -4.589879e-04 -1.888045e-04
## [15,] -2.353123e-10 -4.263218e-10 -7.006416e-10 -1.434377e-09 -5.902531e-10
## [16,] -5.989787e-10 -1.085267e-09 -1.783781e-09 -3.651783e-09 -1.502399e-09
## [17,] -1.012003e-05 -1.833654e-05 -3.013964e-05 -6.170214e-05 -2.538334e-05
## [18,] 7.230126e-11 1.311221e-10 2.158092e-10 4.417586e-10 1.812457e-10
## [19,] -1.302509e-04 -2.360082e-04 -3.879386e-04 -7.941890e-04 -3.266943e-04
## [20,] -8.719279e-05 -1.579841e-04 -2.596749e-04 -5.316091e-04 -2.187004e-04
## [21,] 4.935339e-10 8.944333e-10 1.470643e-09 3.010635e-09 1.237727e-09
## [22,] -1.091518e-04 -1.977705e-04 -3.250683e-04 -6.654837e-04 -2.737797e-04
## [23,] -1.451374e-05 -2.629054e-05 -4.319683e-05 -8.843575e-05 -3.640979e-05
## [24,] -2.672103e-05 -4.840813e-05 -7.954927e-05 -1.628571e-04 -6.702923e-05
## [25,] -1.688416e-04 -3.059285e-04 -5.028604e-04 -1.029459e-03 -4.234905e-04
## [26,] 1.802472e+00 3.024417e-01 1.687769e-01 -8.705928e-05 -3.581205e-05
## [27,] 3.024417e-01 7.373531e-01 -9.606386e-02 -1.577494e-04 -6.488961e-05
## [28,] 1.687769e-01 -9.606386e-02 1.088873e+00 -2.593061e-04 -1.066623e-04
## [29,] -8.705928e-05 -1.577494e-04 -2.593061e-04 2.628034e+00 5.183019e-01
## [30,] -3.581205e-05 -6.488961e-05 -1.066623e-04 5.183019e-01 2.836637e+00
## [31,] -1.982229e-05 -3.591624e-05 -5.903553e-05 -5.074117e-02 5.851342e-02
## [32,] -1.281959e-04 -2.322865e-04 -3.818260e-04 -7.816744e-04 -3.215380e-04
## [33,] -3.644053e-11 -6.599858e-11 -1.084138e-10 -2.219570e-10 -9.142548e-11
## [34,] 1.924895e-09 3.487980e-09 5.733767e-09 1.173812e-08 4.827862e-09
## [35,] -4.000057e-05 -7.246987e-05 -1.191005e-04 -2.438265e-04 -1.003369e-04
## [36,] 2.838662e-05 5.144682e-05 8.459374e-05 1.731758e-04 7.118900e-05
## [37,] -1.411222e-04 -2.556988e-04 -4.202867e-04 -8.604153e-04 -3.539681e-04
## [38,] -3.771651e-05 -6.834031e-05 -1.123342e-04 -2.299709e-04 -9.460032e-05
## [39,] -4.127276e-05 -7.478496e-05 -1.229297e-04 -2.516618e-04 -1.035193e-04
## [40,] -4.271712e-05 -7.740103e-05 -1.272274e-04 -2.604605e-04 -1.071429e-04
## [41,] -4.306421e-05 -7.803186e-05 -1.282689e-04 -2.625918e-04 -1.080118e-04
## [42,] -2.635510e-05 -4.775513e-05 -7.849992e-05 -1.607049e-04 -6.610277e-05
## [43,] -8.798629e-06 -1.594283e-05 -2.620640e-05 -5.364976e-05 -2.206851e-05
## [,31] [,32] [,33] [,34] [,35]
## [1,] 1.399222e-02 2.192627e-02 -1.063978e-08 -4.045353e-07 -5.025153e-02
## [2,] -5.673601e-05 -3.669645e-04 -1.041449e-10 5.510816e-09 -1.144490e-04
## [3,] -3.654855e-05 -2.363877e-04 -6.711222e-11 3.549793e-09 -7.373276e-05
## [4,] -3.430026e-07 -2.215296e-06 -6.428249e-13 3.320474e-11 -6.954537e-07
## [5,] 5.984468e-10 3.873366e-09 1.087616e-15 -5.821945e-14 1.204280e-09
## [6,] -7.201751e-05 -4.657272e-04 -1.325115e-10 6.992459e-09 -1.453598e-04
## [7,] -2.613217e-04 -1.689891e-03 -4.809917e-10 2.537137e-08 -5.274942e-04
## [8,] -8.460418e-05 -5.472020e-04 -1.553484e-10 8.217266e-09 -1.706782e-04
## [9,] -5.567606e-05 -3.600912e-04 -1.022717e-10 5.407252e-09 -1.123303e-04
## [10,] -5.321359e-06 -3.439550e-05 -9.860875e-12 5.160840e-10 -1.075928e-05
## [11,] -5.341976e-05 -3.454649e-04 -9.826424e-11 5.186964e-09 -1.078148e-04
## [12,] -5.121011e-10 -3.310905e-09 -9.454667e-16 4.969485e-14 -1.034482e-09
## [13,] -4.770213e-05 -3.084298e-04 -8.798988e-11 4.629742e-09 -9.634036e-05
## [14,] -1.045040e-04 -6.758635e-04 -1.920788e-10 1.014845e-08 -2.108748e-04
## [15,] -3.268744e-10 -2.112441e-09 -6.072284e-16 3.168873e-14 -6.613125e-10
## [16,] -8.317624e-10 -5.377613e-09 -1.535677e-15 8.071481e-14 -1.680232e-09
## [17,] -1.405141e-05 -9.085995e-05 -2.588957e-11 1.364010e-09 -2.837072e-05
## [18,] 9.996637e-11 6.498384e-10 1.701161e-16 -9.822680e-15 1.980652e-10
## [19,] -1.808301e-04 -1.169457e-03 -3.325060e-10 1.755935e-08 -3.649278e-04
## [20,] -1.210688e-04 -7.828310e-04 -2.231919e-10 1.175144e-08 -2.444791e-04
## [21,] 6.845636e-10 4.432218e-09 1.238125e-15 -6.664819e-14 1.375956e-09
## [22,] -1.515630e-04 -9.799765e-04 -2.795311e-10 1.471030e-08 -3.060902e-04
## [23,] -2.017679e-05 -1.302665e-04 -3.800269e-11 1.951641e-09 -4.096011e-05
## [24,] -3.712944e-05 -2.398613e-04 -6.934156e-11 3.596407e-09 -7.521646e-05
## [25,] -2.344206e-04 -1.515919e-03 -4.315240e-10 2.275919e-08 -4.732052e-04
## [26,] -1.982229e-05 -1.281959e-04 -3.644053e-11 1.924895e-09 -4.000057e-05
## [27,] -3.591624e-05 -2.322865e-04 -6.599858e-11 3.487980e-09 -7.246987e-05
## [28,] -5.903553e-05 -3.818260e-04 -1.084138e-10 5.733767e-09 -1.191005e-04
## [29,] -5.074117e-02 -7.816744e-04 -2.219570e-10 1.173812e-08 -2.438265e-04
## [30,] 5.851342e-02 -3.215380e-04 -9.142548e-11 4.827862e-09 -1.003369e-04
## [31,] 7.798630e-01 -1.779698e-04 -5.069702e-11 2.671782e-09 -5.556612e-05
## [32,] -1.779698e-04 2.027040e+00 2.881587e-06 9.778900e-06 -3.590907e-04
## [33,] -5.069702e-11 2.881587e-06 1.258974e-05 -8.111152e-12 -1.032565e-10
## [34,] 2.671782e-09 9.778900e-06 -8.111152e-12 1.288691e-05 5.386565e-09
## [35,] -5.556612e-05 -3.590907e-04 -1.032565e-10 5.386565e-09 1.117421e+00
## [36,] 3.936824e-05 2.549378e-04 7.100608e-11 -3.834484e-09 -1.931231e-03
## [37,] -1.959500e-04 -1.267019e-03 -3.612107e-10 1.901994e-08 -3.692535e-03
## [38,] -5.236303e-05 -3.386366e-04 -9.629718e-11 5.084553e-09 -1.056758e-04
## [39,] -5.729704e-05 -3.705717e-04 -1.052629e-10 5.564566e-09 -1.156043e-04
## [40,] -5.930592e-05 -3.835338e-04 -1.090785e-10 5.758611e-09 -1.196911e-04
## [41,] -5.978104e-05 -3.866614e-04 -1.097268e-10 5.806647e-09 -1.205895e-04
## [42,] -3.658578e-05 -2.366349e-04 -6.715425e-11 3.553631e-09 -7.380080e-05
## [43,] -1.221478e-05 -7.899930e-05 -2.244213e-11 1.186258e-09 -2.464542e-05
## [,36] [,37] [,38] [,39] [,40]
## [1,] 2.541653e-02 -1.633952e-01 2.193855e-02 2.451504e-02 2.478561e-02
## [2,] 8.131935e-05 -4.039123e-04 -1.079607e-04 -1.181452e-04 -1.222740e-04
## [3,] 5.237423e-05 -2.601966e-04 -6.954570e-05 -7.610557e-05 -7.876605e-05
## [4,] 4.856894e-07 -2.442929e-06 -6.520698e-07 -7.131586e-07 -7.385716e-07
## [5,] -8.626402e-10 4.259576e-09 1.139269e-09 1.247092e-09 1.290269e-09
## [6,] 1.030804e-04 -5.127286e-04 -1.370246e-04 -1.499407e-04 -1.551923e-04
## [7,] 3.739630e-04 -1.860492e-03 -4.971978e-04 -5.440592e-04 -5.631206e-04
## [8,] 1.212408e-04 -6.023139e-04 -1.609877e-04 -1.761730e-04 -1.823314e-04
## [9,] 7.976760e-05 -3.963721e-04 -1.059404e-04 -1.159320e-04 -1.199861e-04
## [10,] 7.585302e-06 -3.789089e-05 -1.012147e-05 -1.107329e-05 -1.146372e-05
## [11,] 7.647336e-05 -3.803198e-04 -1.016407e-04 -1.112224e-04 -1.151169e-04
## [12,] 7.315424e-10 -3.646156e-09 -9.742028e-10 -1.065930e-09 -1.103382e-09
## [13,] 6.817904e-05 -3.396325e-04 -9.075056e-05 -9.929782e-05 -1.027838e-04
## [14,] 1.496723e-04 -7.439999e-04 -1.988449e-04 -2.175950e-04 -2.252084e-04
## [15,] 4.652651e-10 -2.327637e-09 -6.216596e-10 -6.800723e-10 -7.041064e-10
## [16,] 1.188166e-09 -5.922144e-09 -1.582313e-09 -1.731296e-09 -1.792128e-09
## [17,] 2.009634e-05 -1.000418e-04 -2.673337e-05 -2.925216e-05 -3.027801e-05
## [18,] -1.492935e-10 7.106209e-10 1.908467e-10 2.092803e-10 2.160966e-10
## [19,] 2.589251e-04 -1.287403e-03 -3.440678e-04 -3.765072e-04 -3.896860e-04
## [20,] 1.730970e-04 -8.619828e-04 -2.303324e-04 -2.520301e-04 -2.608732e-04
## [21,] -9.894881e-10 4.872056e-09 1.303492e-09 1.427052e-09 1.476235e-09
## [22,] 2.166406e-04 -1.079104e-03 -2.883416e-04 -3.155000e-04 -3.265746e-04
## [23,] 2.848523e-05 -1.437178e-04 -3.834854e-05 -4.193512e-05 -4.343649e-05
## [24,] 5.268428e-05 -2.644237e-04 -7.059678e-05 -7.721842e-05 -7.996101e-05
## [25,] 3.354453e-04 -1.668973e-03 -4.460129e-04 -4.880485e-04 -5.051493e-04
## [26,] 2.838662e-05 -1.411222e-04 -3.771651e-05 -4.127276e-05 -4.271712e-05
## [27,] 5.144682e-05 -2.556988e-04 -6.834031e-05 -7.478496e-05 -7.740103e-05
## [28,] 8.459374e-05 -4.202867e-04 -1.123342e-04 -1.229297e-04 -1.272274e-04
## [29,] 1.731758e-04 -8.604153e-04 -2.299709e-04 -2.516618e-04 -2.604605e-04
## [30,] 7.118900e-05 -3.539681e-04 -9.460032e-05 -1.035193e-04 -1.071429e-04
## [31,] 3.936824e-05 -1.959500e-04 -5.236303e-05 -5.729704e-05 -5.930592e-05
## [32,] 2.549378e-04 -1.267019e-03 -3.386366e-04 -3.705717e-04 -3.835338e-04
## [33,] 7.100608e-11 -3.612107e-10 -9.629718e-11 -1.052629e-10 -1.090785e-10
## [34,] -3.834484e-09 1.901994e-08 5.084553e-09 5.564566e-09 5.758611e-09
## [35,] -1.931231e-03 -3.692535e-03 -1.056758e-04 -1.156043e-04 -1.196911e-04
## [36,] 3.622891e-01 8.017559e-02 7.497101e-05 8.208388e-05 8.490564e-05
## [37,] 8.017559e-02 9.130039e-01 -3.727945e-04 -4.079133e-04 -4.222250e-04
## [38,] 7.497101e-05 -3.727945e-04 2.167737e+00 2.351223e-01 1.374184e-01
## [39,] 8.208388e-05 -4.079133e-04 2.351223e-01 1.363639e+00 2.546329e-03
## [40,] 8.490564e-05 -4.222250e-04 1.374184e-01 2.546329e-03 9.726269e-01
## [41,] 8.568718e-05 -4.255898e-04 -1.137554e-04 -1.244868e-04 -1.288368e-04
## [42,] 5.243942e-05 -2.604595e-04 -6.961778e-05 -7.618529e-05 -7.884758e-05
## [43,] 1.749810e-05 -8.696051e-05 -2.324206e-05 -2.543395e-05 -2.632354e-05
## [,41] [,42] [,43]
## [1,] 4.835753e-02 2.958596e-02 9.775967e-03
## [2,] -1.232780e-04 -7.544548e-05 -2.518641e-05
## [3,] -7.941124e-05 -4.859927e-05 -1.622433e-05
## [4,] -7.437508e-07 -4.551787e-07 -1.520396e-07
## [5,] 1.301593e-09 7.965623e-10 2.658514e-10
## [6,] -1.564454e-04 -9.574396e-05 -3.196479e-05
## [7,] -5.676568e-04 -3.474037e-04 -1.159842e-04
## [8,] -1.838253e-04 -1.125001e-04 -3.755690e-05
## [9,] -1.209665e-04 -7.403089e-05 -2.471463e-05
## [10,] -1.155161e-05 -7.069578e-06 -2.360674e-06
## [11,] -1.160483e-04 -7.102106e-05 -2.371070e-05
## [12,] -1.112077e-09 -6.805882e-10 -2.272397e-10
## [13,] -1.035991e-04 -6.340234e-05 -2.116872e-05
## [14,] -2.270409e-04 -1.389479e-04 -4.638742e-05
## [15,] -7.094042e-10 -4.341556e-10 -1.449829e-10
## [16,] -1.806248e-09 -1.105419e-09 -3.690855e-10
## [17,] -3.052014e-05 -1.867822e-05 -6.236080e-06
## [18,] 2.187681e-10 1.338776e-10 4.460747e-11
## [19,] -3.928473e-04 -2.404208e-04 -8.026477e-05
## [20,] -2.629511e-04 -1.609252e-04 -5.372875e-05
## [21,] 1.489596e-09 9.116150e-10 3.042114e-10
## [22,] -3.291676e-04 -2.014496e-04 -6.725956e-05
## [23,] -4.372840e-05 -2.676208e-05 -8.940328e-06
## [24,] -8.053804e-05 -4.928950e-05 -1.646220e-05
## [25,] -5.092154e-04 -3.116378e-04 -1.040437e-04
## [26,] -4.306421e-05 -2.635510e-05 -8.798629e-06
## [27,] -7.803186e-05 -4.775513e-05 -1.594283e-05
## [28,] -1.282689e-04 -7.849992e-05 -2.620640e-05
## [29,] -2.625918e-04 -1.607049e-04 -5.364976e-05
## [30,] -1.080118e-04 -6.610277e-05 -2.206851e-05
## [31,] -5.978104e-05 -3.658578e-05 -1.221478e-05
## [32,] -3.866614e-04 -2.366349e-04 -7.899930e-05
## [33,] -1.097268e-10 -6.715425e-11 -2.244213e-11
## [34,] 5.806647e-09 3.553631e-09 1.186258e-09
## [35,] -1.205895e-04 -7.380080e-05 -2.464542e-05
## [36,] 8.568718e-05 5.243942e-05 1.749810e-05
## [37,] -4.255898e-04 -2.604595e-04 -8.696051e-05
## [38,] -1.137554e-04 -6.961778e-05 -2.324206e-05
## [39,] -1.244868e-04 -7.618529e-05 -2.543395e-05
## [40,] -1.288368e-04 -7.884758e-05 -2.632354e-05
## [41,] 1.636376e+00 1.376666e-01 4.769780e-02
## [42,] 1.376666e-01 6.935855e-01 3.454003e-02
## [43,] 4.769780e-02 3.454003e-02 4.779399e-01
##
## Model rank = 897 / 897
##
## Basis dimension (k) checking results. Low p-value (k-index<1) may
## indicate that k is too low, especially if edf is close to k'.
##
## k' edf k-index p-value
## s(bb.sp) 14.00 12.22 NA NA
## te(yday,elev.mean):bb.spbss 63.00 12.53 0.79 <2e-16 ***
## te(yday,elev.mean):bb.spgers 63.00 3.73 0.79 <2e-16 ***
## te(yday,elev.mean):bb.sphort 63.00 11.75 0.79 <2e-16 ***
## te(yday,elev.mean):bb.sphypn 63.00 3.28 0.79 <2e-16 ***
## te(yday,elev.mean):bb.spjone 63.00 1.97 0.79 <2e-16 ***
## te(yday,elev.mean):bb.spmend 63.00 2.38 0.79 <2e-16 ***
## te(yday,elev.mean):bb.spmont 63.00 3.50 0.79 <2e-16 ***
## te(yday,elev.mean):bb.spmuci 63.00 6.67 0.79 <2e-16 ***
## te(yday,elev.mean):bb.sppasc 63.00 13.56 0.79 <2e-16 ***
## te(yday,elev.mean):bb.spprat 63.00 20.20 0.79 <2e-16 ***
## te(yday,elev.mean):bb.sppsit 63.00 5.58 0.79 <2e-16 ***
## te(yday,elev.mean):bb.sppyre 63.00 5.88 0.79 <2e-16 ***
## te(yday,elev.mean):bb.spsoro 63.00 16.88 0.79 <2e-16 ***
## te(yday,elev.mean):bb.spwurf 63.00 11.21 0.79 <2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.

bb_abund.2010.sum <- summary(bb_abund.2010)
print(plot(bb_abund.2010, allTerms = TRUE), pages = 1)

bb_abund.2010.ck <- check2D(bb_abund.2010, x1 = "yday", x2 = "elev.mean") # See if there is any spatiotemporal pattern to the residuals
### 2011
bb_abund.2011 <- bam(bb.abund ~
s(bb.sp, bs = "re") +
te(yday, elev.mean,
by = bb.sp,
bs= c("gp", "cr"),
k=c(8, 8),
m=2),
data = filter(bb_abund_sp, year == 2011 & bb.total.abund >= 5),
discrete = TRUE,
family = "tw",
select = TRUE,
method = "fREML") %>% getViz(nsim = 500)
check.gamViz(bb_abund.2011)
##
## Method: fREML Optimizer: perf chol
## $grad
## [1] -1.673748e-06 -1.173756e-06 -1.335395e-06 -1.885725e-05 -9.175713e-07
## [6] -5.517066e-07 -3.298680e-07 -1.371886e-06 -4.269361e-07 -9.411221e-06
## [11] -1.174338e-06 -6.467487e-07 -5.164697e-07 -1.507053e-06 -1.865500e-06
## [16] -7.742309e-07 -3.544177e-07 -9.668705e-06 -4.871355e-07 -1.167894e-06
## [21] -1.177223e-06 -3.840149e-07 -3.038669e-06 -1.957548e-06 -3.545472e-06
## [26] -8.411084e-07 -6.346016e-07 -3.150642e-07 -1.335620e-06 -1.382053e-06
## [31] -3.596327e-07 -1.085922e-06 -7.597156e-07 -4.053763e-07 -5.096317e-06
## [36] -3.211936e-06 -2.073263e-06 -1.714865e-06 -1.616217e-06 -2.837199e-07
## [41] -1.407783e-06 -1.354628e-06 -2.805666e-07
##
## $hess
## [,1] [,2] [,3] [,4] [,5]
## [1,] 6.166366e+00 2.112723e-02 1.267883e-02 -2.247799e-07 4.709490e-03
## [2,] 2.112723e-02 2.640557e+00 7.208068e-01 2.157681e-05 -1.881853e-05
## [3,] 1.267883e-02 7.208068e-01 2.605725e+00 5.313299e-07 -1.132532e-05
## [4,] -2.247799e-07 2.157681e-05 5.313299e-07 1.885750e-05 1.988533e-10
## [5,] 4.709490e-03 -1.881853e-05 -1.132532e-05 1.988533e-10 2.172060e+00
## [6,] -4.563365e-04 1.349659e-06 8.121957e-07 -1.426394e-11 -1.532296e-01
## [7,] 7.339360e-03 -2.925386e-05 -1.760548e-05 3.091225e-10 6.732647e-03
## [8,] -6.377538e-02 -7.545265e-05 -4.540898e-05 7.972888e-10 -8.804542e-05
## [9,] -1.593385e-02 -1.874508e-05 -1.128122e-05 1.980728e-10 -2.187365e-05
## [10,] -3.460046e-07 -4.042094e-10 -2.432636e-10 4.271095e-15 -4.716745e-10
## [11,] -1.378498e-02 -3.912241e-05 -2.354477e-05 4.133925e-10 -4.565199e-05
## [12,] -7.311878e-03 -2.097794e-05 -1.262498e-05 2.216679e-10 -2.447911e-05
## [13,] -2.296313e-02 -6.656162e-05 -4.005811e-05 7.033422e-10 -7.767039e-05
## [14,] -2.250442e-02 -4.676290e-05 -2.814292e-05 4.941302e-10 -5.456752e-05
## [15,] -1.942423e-02 -4.105572e-05 -2.470807e-05 4.338304e-10 -4.790752e-05
## [16,] -1.186922e-02 -2.509490e-05 -1.510256e-05 2.651745e-10 -2.928299e-05
## [17,] -4.261499e-02 -3.076420e-05 -1.851452e-05 3.250781e-10 -3.589859e-05
## [18,] -2.057346e-08 1.093241e-13 5.666710e-14 -1.544273e-18 1.085715e-13
## [19,] -1.816783e-01 -1.301882e-04 -7.835051e-05 1.375644e-09 -1.519172e-04
## [20,] -3.272124e-03 -3.652018e-05 -2.197853e-05 3.859026e-10 -4.261510e-05
## [21,] -4.862908e-03 -4.658714e-05 -2.803732e-05 4.922655e-10 -5.436280e-05
## [22,] -7.930694e-03 -8.253792e-05 -4.967311e-05 8.721542e-10 -9.631334e-05
## [23,] -8.536664e-06 -6.680947e-09 -4.020887e-09 7.058932e-14 -7.796292e-09
## [24,] -1.136703e-02 -9.273169e-06 -5.580786e-06 9.798721e-11 -1.082083e-05
## [25,] -9.788311e-02 -7.944462e-05 -4.781165e-05 8.394615e-10 -9.270409e-05
## [26,] 1.691446e-02 -1.429228e-05 -8.601347e-06 1.510248e-10 -1.667751e-05
## [27,] 1.785143e-02 -1.508231e-05 -9.076799e-06 1.593730e-10 -1.759939e-05
## [28,] 1.273284e-02 -1.072497e-05 -6.454457e-06 1.133302e-10 -1.251482e-05
## [29,] 1.891458e-02 -3.049793e-05 -1.835421e-05 3.222673e-10 -3.558776e-05
## [30,] 1.837059e-02 -2.954639e-05 -1.778154e-05 3.122133e-10 -3.447737e-05
## [31,] 1.595887e-02 -2.567774e-05 -1.545332e-05 2.713336e-10 -2.996309e-05
## [32,] -2.121125e-02 -8.128477e-05 -4.891868e-05 8.589233e-10 -9.485052e-05
## [33,] -9.561003e-03 -3.657934e-05 -2.201413e-05 3.865278e-10 -4.268414e-05
## [34,] -8.072337e-03 -3.038102e-05 -1.828393e-05 3.210287e-10 -3.545150e-05
## [35,] -6.677523e-02 -6.780447e-05 -4.080617e-05 7.164712e-10 -7.912085e-05
## [36,] -7.152136e-02 -7.196652e-05 -4.331127e-05 7.604383e-10 -8.397814e-05
## [37,] -9.199131e-02 -9.324121e-05 -5.611462e-05 9.852511e-10 -1.088031e-04
## [38,] 3.348878e-02 -3.574177e-05 -2.150999e-05 3.776806e-10 -4.170663e-05
## [39,] 2.186573e-02 -2.333830e-05 -1.404538e-05 2.466140e-10 -2.723317e-05
## [40,] 1.156224e-02 -1.233217e-05 -7.421700e-06 1.303132e-10 -1.439025e-05
## [41,] 2.632930e-02 -2.698605e-05 -1.624067e-05 2.851590e-10 -3.148972e-05
## [42,] 2.343073e-02 -2.399009e-05 -1.443764e-05 2.535015e-10 -2.799374e-05
## [43,] 2.460212e-03 -2.536211e-06 -1.526342e-06 2.679963e-11 -2.959489e-06
## [,6] [,7] [,8] [,9] [,10]
## [1,] -4.563365e-04 7.339360e-03 -6.377538e-02 -1.593385e-02 -3.460046e-07
## [2,] 1.349659e-06 -2.925386e-05 -7.545265e-05 -1.874508e-05 -4.042094e-10
## [3,] 8.121957e-07 -1.760548e-05 -4.540898e-05 -1.128122e-05 -2.432636e-10
## [4,] -1.426394e-11 3.091225e-10 7.972888e-10 1.980728e-10 4.271095e-15
## [5,] -1.532296e-01 6.732647e-03 -8.804542e-05 -2.187365e-05 -4.716745e-10
## [6,] 7.076226e-01 2.695557e-02 6.313330e-06 1.568327e-06 3.381523e-11
## [7,] 2.695557e-02 1.180776e+00 -1.368685e-04 -3.400305e-05 -7.332274e-10
## [8,] 6.313330e-06 -1.368685e-04 9.439881e-01 -3.771378e-02 2.242289e-06
## [9,] 1.568327e-06 -3.400305e-05 -3.771378e-02 1.052258e-01 4.447042e-07
## [10,] 3.381523e-11 -7.332274e-10 2.242289e-06 4.447042e-07 9.411188e-06
## [11,] 3.273186e-06 -7.096697e-05 -1.830455e-04 -4.547565e-05 -9.806333e-10
## [12,] 1.755236e-06 -3.805331e-05 -9.815053e-05 -2.438433e-05 -5.258194e-10
## [13,] 5.569581e-06 -1.207404e-04 -3.114227e-04 -7.736900e-05 -1.668364e-09
## [14,] 3.912676e-06 -8.482640e-05 -2.187919e-04 -5.435626e-05 -1.172129e-09
## [15,] 3.435620e-06 -7.447336e-05 -1.920859e-04 -4.772110e-05 -1.029039e-09
## [16,] 2.099993e-06 -4.552109e-05 -1.174106e-04 -2.916903e-05 -6.289896e-10
## [17,] 2.574178e-06 -5.580516e-05 -1.439371e-04 -3.575936e-05 -7.711059e-10
## [18,] -3.793212e-14 1.734408e-13 2.936844e-13 5.018942e-14 4.698935e-19
## [19,] 1.089157e-05 -2.361584e-04 -6.091284e-04 -1.513318e-04 -3.263320e-09
## [20,] 3.055979e-06 -6.624615e-05 -1.708664e-04 -4.244947e-05 -9.153661e-10
## [21,] 3.897412e-06 -8.450807e-05 -2.179738e-04 -5.415345e-05 -1.167767e-09
## [22,] 6.905959e-06 -1.497212e-04 -3.861746e-04 -9.594051e-05 -2.068845e-09
## [23,] 5.585293e-10 -1.211943e-08 -3.126203e-08 -7.767052e-09 -1.674973e-13
## [24,] 7.759115e-07 -1.682121e-05 -4.338668e-05 -1.077889e-05 -2.324336e-10
## [25,] 6.646652e-06 -1.441104e-04 -3.717054e-04 -9.234622e-05 -1.991349e-09
## [26,] 1.196018e-06 -2.592559e-05 -6.686868e-05 -1.661259e-05 -3.582272e-10
## [27,] 1.262133e-06 -2.735866e-05 -7.056494e-05 -1.753087e-05 -3.780286e-10
## [28,] 8.975515e-07 -1.945458e-05 -5.017802e-05 -1.246598e-05 -2.688103e-10
## [29,] 2.552095e-06 -5.532200e-05 -1.426898e-04 -3.544934e-05 -7.644165e-10
## [30,] 2.472534e-06 -5.359589e-05 -1.382374e-04 -3.434314e-05 -7.405614e-10
## [31,] 2.148784e-06 -4.657832e-05 -1.201373e-04 -2.984645e-05 -6.435968e-10
## [32,] 6.801905e-06 -1.474473e-04 -3.803053e-04 -9.448174e-05 -2.037371e-09
## [33,] 3.060936e-06 -6.635348e-05 -1.711432e-04 -4.251823e-05 -9.168487e-10
## [34,] 2.542080e-06 -5.511013e-05 -1.421446e-04 -3.531407e-05 -7.615045e-10
## [35,] 5.673289e-06 -1.229951e-04 -3.172398e-04 -7.881441e-05 -1.699539e-09
## [36,] 6.020631e-06 -1.305457e-04 -3.367198e-04 -8.365470e-05 -1.803933e-09
## [37,] 7.801384e-06 -1.691367e-04 -4.362535e-04 -1.083821e-04 -2.337136e-09
## [38,] 2.991085e-06 -6.483395e-05 -1.672226e-04 -4.154405e-05 -8.958367e-10
## [39,] 1.953086e-06 -4.233462e-05 -1.091914e-04 -2.712701e-05 -5.849545e-10
## [40,] 1.032040e-06 -2.236998e-05 -5.769760e-05 -1.433413e-05 -3.090943e-10
## [41,] 2.258314e-06 -4.895151e-05 -1.262582e-04 -3.136704e-05 -6.763853e-10
## [42,] 2.007633e-06 -4.351694e-05 -1.122409e-04 -2.788462e-05 -6.012911e-10
## [43,] 2.122215e-07 -4.600592e-06 -1.186618e-05 -2.948000e-06 -6.356981e-11
## [,11] [,12] [,13] [,14] [,15]
## [1,] -1.378498e-02 -7.311878e-03 -2.296313e-02 -2.250442e-02 -1.942423e-02
## [2,] -3.912241e-05 -2.097794e-05 -6.656162e-05 -4.676290e-05 -4.105572e-05
## [3,] -2.354477e-05 -1.262498e-05 -4.005811e-05 -2.814292e-05 -2.470807e-05
## [4,] 4.133925e-10 2.216679e-10 7.033422e-10 4.941302e-10 4.338304e-10
## [5,] -4.565199e-05 -2.447911e-05 -7.767039e-05 -5.456752e-05 -4.790752e-05
## [6,] 3.273186e-06 1.755236e-06 5.569581e-06 3.912676e-06 3.435620e-06
## [7,] -7.096697e-05 -3.805331e-05 -1.207404e-04 -8.482640e-05 -7.447336e-05
## [8,] -1.830455e-04 -9.815053e-05 -3.114227e-04 -2.187919e-04 -1.920859e-04
## [9,] -4.547565e-05 -2.438433e-05 -7.736900e-05 -5.435626e-05 -4.772110e-05
## [10,] -9.806333e-10 -5.258194e-10 -1.668364e-09 -1.172129e-09 -1.029039e-09
## [11,] 1.516038e+00 9.233836e-02 -5.104794e-02 -1.134458e-04 -9.959760e-05
## [12,] 9.233836e-02 9.942113e-01 -2.678182e-02 -6.083049e-05 -5.340532e-05
## [13,] -5.104794e-02 -2.678182e-02 1.036842e+00 -1.930094e-04 -1.694510e-04
## [14,] -1.134458e-04 -6.083049e-05 -1.930094e-04 7.410049e-01 3.497747e-01
## [15,] -9.959760e-05 -5.340532e-05 -1.694510e-04 3.497747e-01 9.073880e-01
## [16,] -6.087801e-05 -3.264345e-05 -1.035752e-04 4.437822e-02 -1.904490e-02
## [17,] -7.463258e-05 -4.001864e-05 -1.269756e-04 -8.920742e-05 -7.831882e-05
## [18,] 9.914679e-14 7.341366e-14 2.930709e-13 1.630762e-13 2.278809e-13
## [19,] -3.158416e-04 -1.693557e-04 -5.373469e-04 -3.775188e-04 -3.314336e-04
## [20,] -8.859533e-05 -4.750571e-05 -1.507318e-04 -1.058972e-04 -9.297196e-05
## [21,] -1.130226e-04 -6.060320e-05 -1.922870e-04 -1.350934e-04 -1.186018e-04
## [22,] -2.002354e-04 -1.073677e-04 -3.406676e-04 -2.393384e-04 -2.101239e-04
## [23,] -1.621054e-08 -8.691885e-09 -2.757755e-08 -1.937550e-08 -1.700908e-08
## [24,] -2.249639e-05 -1.206275e-05 -3.827400e-05 -2.688964e-05 -2.360746e-05
## [25,] -1.927339e-04 -1.033450e-04 -3.279029e-04 -2.303713e-04 -2.022498e-04
## [26,] -3.467175e-05 -1.859138e-05 -5.898906e-05 -4.144291e-05 -3.638477e-05
## [27,] -3.658828e-05 -1.961904e-05 -6.224976e-05 -4.373372e-05 -3.839599e-05
## [28,] -2.601745e-05 -1.395089e-05 -4.426524e-05 -3.109858e-05 -2.730313e-05
## [29,] -7.398551e-05 -3.967181e-05 -1.258756e-04 -8.843429e-05 -7.764063e-05
## [30,] -7.167677e-05 -3.843389e-05 -1.219479e-04 -8.567477e-05 -7.521811e-05
## [31,] -6.229183e-05 -3.340157e-05 -1.059807e-04 -7.445700e-05 -6.536945e-05
## [32,] -1.971907e-04 -1.057357e-04 -3.354909e-04 -2.357003e-04 -2.069322e-04
## [33,] -8.873884e-05 -4.758267e-05 -1.509760e-04 -1.060687e-04 -9.312258e-05
## [34,] -7.370323e-05 -3.952029e-05 -1.253943e-04 -8.809652e-05 -7.734341e-05
## [35,] -1.644919e-04 -8.820183e-05 -2.798562e-04 -1.966148e-04 -1.726155e-04
## [36,] -1.745941e-04 -9.361810e-05 -2.970396e-04 -2.086885e-04 -1.832128e-04
## [37,] -2.262021e-04 -1.212912e-04 -3.848450e-04 -2.703758e-04 -2.373724e-04
## [38,] -8.670559e-05 -4.649259e-05 -1.475177e-04 -1.036388e-04 -9.098990e-05
## [39,] -5.661615e-05 -3.035826e-05 -9.632463e-05 -6.767301e-05 -5.941366e-05
## [40,] -2.991641e-05 -1.604155e-05 -5.089873e-05 -3.575896e-05 -3.139469e-05
## [41,] -6.546541e-05 -3.510332e-05 -1.113803e-04 -7.825044e-05 -6.870003e-05
## [42,] -5.819732e-05 -3.120611e-05 -9.901479e-05 -6.956298e-05 -6.107297e-05
## [43,] -6.152704e-06 -3.299138e-06 -1.046788e-05 -7.354262e-06 -6.456621e-06
## [,16] [,17] [,18] [,19] [,20]
## [1,] -1.186922e-02 -4.261499e-02 -2.057346e-08 -1.816783e-01 -3.272124e-03
## [2,] -2.509490e-05 -3.076420e-05 1.093241e-13 -1.301882e-04 -3.652018e-05
## [3,] -1.510256e-05 -1.851452e-05 5.666710e-14 -7.835051e-05 -2.197853e-05
## [4,] 2.651745e-10 3.250781e-10 -1.544273e-18 1.375644e-09 3.859026e-10
## [5,] -2.928299e-05 -3.589859e-05 1.085715e-13 -1.519172e-04 -4.261510e-05
## [6,] 2.099993e-06 2.574178e-06 -3.793212e-14 1.089157e-05 3.055979e-06
## [7,] -4.552109e-05 -5.580516e-05 1.734408e-13 -2.361584e-04 -6.624615e-05
## [8,] -1.174106e-04 -1.439371e-04 2.936844e-13 -6.091284e-04 -1.708664e-04
## [9,] -2.916903e-05 -3.575936e-05 5.018942e-14 -1.513318e-04 -4.244947e-05
## [10,] -6.289896e-10 -7.711059e-10 4.698935e-19 -3.263320e-09 -9.153661e-10
## [11,] -6.087801e-05 -7.463258e-05 9.914679e-14 -3.158416e-04 -8.859533e-05
## [12,] -3.264345e-05 -4.001864e-05 7.341366e-14 -1.693557e-04 -4.750571e-05
## [13,] -1.035752e-04 -1.269756e-04 2.930709e-13 -5.373469e-04 -1.507318e-04
## [14,] 4.437822e-02 -8.920742e-05 1.630762e-13 -3.775188e-04 -1.058972e-04
## [15,] -1.904490e-02 -7.831882e-05 2.278809e-13 -3.314336e-04 -9.297196e-05
## [16,] 7.092601e-01 -4.787158e-05 1.402163e-13 -2.025853e-04 -5.682817e-05
## [17,] -4.787158e-05 4.304321e-01 5.824601e-07 9.925683e-02 -6.966698e-05
## [18,] 1.402163e-13 5.824601e-07 9.549332e-06 -1.068258e-07 1.849367e-13
## [19,] -2.025853e-04 9.925683e-02 -1.068258e-07 1.030309e+00 -2.948215e-04
## [20,] -5.682817e-05 -6.966698e-05 1.849367e-13 -2.948215e-04 2.650145e+00
## [21,] -7.249413e-05 -8.887368e-05 6.120770e-14 -3.761130e-04 5.407208e-01
## [22,] -1.284361e-04 -1.574539e-04 2.821489e-13 -6.663328e-04 -1.624493e-03
## [23,] -1.039661e-08 -1.274622e-08 -6.175338e-17 -5.394651e-08 -1.513040e-08
## [24,] -1.442982e-05 -1.768994e-05 3.609213e-14 -7.486219e-05 -2.099956e-05
## [25,] -1.236231e-04 -1.515543e-04 1.828081e-13 -6.413718e-04 -1.799079e-04
## [26,] -2.223982e-05 -2.726424e-05 8.166236e-14 -1.153781e-04 -3.236529e-05
## [27,] -2.346916e-05 -2.877131e-05 8.668529e-14 -1.217557e-04 -3.415433e-05
## [28,] -1.668876e-05 -2.045901e-05 7.150230e-14 -8.657870e-05 -2.428688e-05
## [29,] -4.745705e-05 -5.817863e-05 1.639136e-13 -2.462037e-04 -6.906359e-05
## [30,] -4.597631e-05 -5.636326e-05 1.705347e-13 -2.385205e-04 -6.690865e-05
## [31,] -3.995641e-05 -4.898337e-05 1.465860e-13 -2.072901e-04 -5.814799e-05
## [32,] -1.264852e-04 -1.550611e-04 4.225651e-13 -6.561974e-04 -1.840722e-04
## [33,] -5.692023e-05 -6.977983e-05 1.861906e-13 -2.952990e-04 -8.283527e-05
## [34,] -4.727537e-05 -5.795624e-05 1.212574e-13 -2.452653e-04 -6.879935e-05
## [35,] -1.055095e-04 -1.293473e-04 2.463014e-13 -5.473870e-04 -1.535469e-04
## [36,] -1.119869e-04 -1.372895e-04 9.781418e-14 -5.810084e-04 -1.629741e-04
## [37,] -1.450914e-04 -1.778724e-04 2.968792e-13 -7.527438e-04 -2.111503e-04
## [38,] -5.561666e-05 -6.818141e-05 2.247839e-13 -2.885319e-04 -8.093804e-05
## [39,] -3.631600e-05 -4.452041e-05 1.464117e-13 -1.884027e-04 -5.285010e-05
## [40,] -1.918969e-05 -2.352495e-05 7.944878e-14 -9.955339e-05 -2.792644e-05
## [41,] -4.199220e-05 -5.147901e-05 1.625422e-13 -2.178507e-04 -6.111061e-05
## [42,] -3.733024e-05 -4.576378e-05 1.507249e-13 -1.936644e-04 -5.432610e-05
## [43,] -3.946544e-06 -4.838170e-06 1.164488e-14 -2.047457e-05 -5.743358e-06
## [,21] [,22] [,23] [,24] [,25]
## [1,] -4.862908e-03 -7.930694e-03 -8.536664e-06 -1.136703e-02 -9.788311e-02
## [2,] -4.658714e-05 -8.253792e-05 -6.680947e-09 -9.273169e-06 -7.944462e-05
## [3,] -2.803732e-05 -4.967311e-05 -4.020887e-09 -5.580786e-06 -4.781165e-05
## [4,] 4.922655e-10 8.721542e-10 7.058932e-14 9.798721e-11 8.394615e-10
## [5,] -5.436280e-05 -9.631334e-05 -7.796292e-09 -1.082083e-05 -9.270409e-05
## [6,] 3.897412e-06 6.905959e-06 5.585293e-10 7.759115e-07 6.646652e-06
## [7,] -8.450807e-05 -1.497212e-04 -1.211943e-08 -1.682121e-05 -1.441104e-04
## [8,] -2.179738e-04 -3.861746e-04 -3.126203e-08 -4.338668e-05 -3.717054e-04
## [9,] -5.415345e-05 -9.594051e-05 -7.767052e-09 -1.077889e-05 -9.234622e-05
## [10,] -1.167767e-09 -2.068845e-09 -1.674973e-13 -2.324336e-10 -1.991349e-09
## [11,] -1.130226e-04 -2.002354e-04 -1.621054e-08 -2.249639e-05 -1.927339e-04
## [12,] -6.060320e-05 -1.073677e-04 -8.691885e-09 -1.206275e-05 -1.033450e-04
## [13,] -1.922870e-04 -3.406676e-04 -2.757755e-08 -3.827400e-05 -3.279029e-04
## [14,] -1.350934e-04 -2.393384e-04 -1.937550e-08 -2.688964e-05 -2.303713e-04
## [15,] -1.186018e-04 -2.101239e-04 -1.700908e-08 -2.360746e-05 -2.022498e-04
## [16,] -7.249413e-05 -1.284361e-04 -1.039661e-08 -1.442982e-05 -1.236231e-04
## [17,] -8.887368e-05 -1.574539e-04 -1.274622e-08 -1.768994e-05 -1.515543e-04
## [18,] 6.120770e-14 2.821489e-13 -6.175338e-17 3.609213e-14 1.828081e-13
## [19,] -3.761130e-04 -6.663328e-04 -5.394651e-08 -7.486219e-05 -6.413718e-04
## [20,] 5.407208e-01 -1.624493e-03 -1.513040e-08 -2.099956e-05 -1.799079e-04
## [21,] 1.824910e+00 -8.464706e-02 -1.930475e-08 -2.678909e-05 -2.295123e-04
## [22,] -8.464706e-02 1.087604e+00 -3.419845e-08 -4.746105e-05 -4.066126e-04
## [23,] -1.930475e-08 -3.419845e-08 9.925779e-06 2.899239e-06 5.315898e-06
## [24,] -2.678909e-05 -4.746105e-05 2.899239e-06 3.153396e-02 2.514935e-03
## [25,] -2.295123e-04 -4.066126e-04 5.315898e-06 2.514935e-03 8.838017e-01
## [26,] -4.128745e-05 -7.314801e-05 -5.921137e-09 -8.218195e-06 -7.040687e-05
## [27,] -4.356965e-05 -7.719136e-05 -6.248427e-09 -8.672467e-06 -7.429869e-05
## [28,] -3.098172e-05 -5.488992e-05 -4.443028e-09 -6.166904e-06 -5.283281e-05
## [29,] -8.810274e-05 -1.560892e-04 -1.263518e-08 -1.753665e-05 -1.502401e-04
## [30,] -8.535334e-05 -1.512186e-04 -1.224071e-08 -1.698944e-05 -1.455518e-04
## [31,] -7.417769e-05 -1.314189e-04 -1.063801e-08 -1.476494e-05 -1.264941e-04
## [32,] -2.348170e-04 -4.160183e-04 -3.367626e-08 -4.673972e-05 -4.004292e-04
## [33,] -1.056713e-04 -1.872146e-04 -1.515489e-08 -2.103358e-05 -1.801993e-04
## [34,] -8.776706e-05 -1.554931e-04 -1.258760e-08 -1.746964e-05 -1.496671e-04
## [35,] -1.958800e-04 -3.470313e-04 -2.809355e-08 -3.898893e-05 -3.340291e-04
## [36,] -2.079117e-04 -3.683419e-04 -2.982138e-08 -4.138303e-05 -3.545440e-04
## [37,] -2.693661e-04 -4.772218e-04 -3.863366e-08 -5.361578e-05 -4.593425e-04
## [38,] -1.032496e-04 -1.829256e-04 -1.480701e-08 -2.055175e-05 -1.760703e-04
## [39,] -6.741889e-05 -1.194449e-04 -9.668536e-09 -1.341967e-05 -1.149686e-04
## [40,] -3.562464e-05 -6.311565e-05 -5.108898e-09 -7.091065e-06 -6.075031e-05
## [41,] -7.795673e-05 -1.381144e-04 -1.117986e-08 -1.551719e-05 -1.329386e-04
## [42,] -6.930176e-05 -1.227808e-04 -9.938556e-09 -1.379446e-05 -1.181795e-04
## [43,] -7.326729e-06 -1.298050e-05 -1.050783e-09 -1.458360e-06 -1.249412e-05
## [,26] [,27] [,28] [,29] [,30]
## [1,] 1.691446e-02 1.785143e-02 1.273284e-02 1.891458e-02 1.837059e-02
## [2,] -1.429228e-05 -1.508231e-05 -1.072497e-05 -3.049793e-05 -2.954639e-05
## [3,] -8.601347e-06 -9.076799e-06 -6.454457e-06 -1.835421e-05 -1.778154e-05
## [4,] 1.510248e-10 1.593730e-10 1.133302e-10 3.222673e-10 3.122133e-10
## [5,] -1.667751e-05 -1.759939e-05 -1.251482e-05 -3.558776e-05 -3.447737e-05
## [6,] 1.196018e-06 1.262133e-06 8.975515e-07 2.552095e-06 2.472534e-06
## [7,] -2.592559e-05 -2.735866e-05 -1.945458e-05 -5.532200e-05 -5.359589e-05
## [8,] -6.686868e-05 -7.056494e-05 -5.017802e-05 -1.426898e-04 -1.382374e-04
## [9,] -1.661259e-05 -1.753087e-05 -1.246598e-05 -3.544934e-05 -3.434314e-05
## [10,] -3.582272e-10 -3.780286e-10 -2.688103e-10 -7.644165e-10 -7.405614e-10
## [11,] -3.467175e-05 -3.658828e-05 -2.601745e-05 -7.398551e-05 -7.167677e-05
## [12,] -1.859138e-05 -1.961904e-05 -1.395089e-05 -3.967181e-05 -3.843389e-05
## [13,] -5.898906e-05 -6.224976e-05 -4.426524e-05 -1.258756e-04 -1.219479e-04
## [14,] -4.144291e-05 -4.373372e-05 -3.109858e-05 -8.843429e-05 -8.567477e-05
## [15,] -3.638477e-05 -3.839599e-05 -2.730313e-05 -7.764063e-05 -7.521811e-05
## [16,] -2.223982e-05 -2.346916e-05 -1.668876e-05 -4.745705e-05 -4.597631e-05
## [17,] -2.726424e-05 -2.877131e-05 -2.045901e-05 -5.817863e-05 -5.636326e-05
## [18,] 8.166236e-14 8.668529e-14 7.150230e-14 1.639136e-13 1.705347e-13
## [19,] -1.153781e-04 -1.217557e-04 -8.657870e-05 -2.462037e-04 -2.385205e-04
## [20,] -3.236529e-05 -3.415433e-05 -2.428688e-05 -6.906359e-05 -6.690865e-05
## [21,] -4.128745e-05 -4.356965e-05 -3.098172e-05 -8.810274e-05 -8.535334e-05
## [22,] -7.314801e-05 -7.719136e-05 -5.488992e-05 -1.560892e-04 -1.512186e-04
## [23,] -5.921137e-09 -6.248427e-09 -4.443028e-09 -1.263518e-08 -1.224071e-08
## [24,] -8.218195e-06 -8.672467e-06 -6.166904e-06 -1.753665e-05 -1.698944e-05
## [25,] -7.040687e-05 -7.429869e-05 -5.283281e-05 -1.502401e-04 -1.455518e-04
## [26,] 2.201467e+00 3.166207e-01 -1.838268e-02 -2.702817e-05 -2.618485e-05
## [27,] 3.166207e-01 7.528148e-01 -1.069143e-01 -2.852219e-05 -2.763225e-05
## [28,] -1.838268e-02 -1.069143e-01 1.398266e+00 -2.028193e-05 -1.964912e-05
## [29,] -2.702817e-05 -2.852219e-05 -2.028193e-05 2.805250e+00 6.343633e-01
## [30,] -2.618485e-05 -2.763225e-05 -1.964912e-05 6.343633e-01 2.663461e+00
## [31,] -2.275634e-05 -2.401423e-05 -1.707637e-05 6.222176e-03 6.532572e-02
## [32,] -7.203700e-05 -7.601895e-05 -5.405651e-05 -1.537182e-04 -1.489218e-04
## [33,] -3.241772e-05 -3.420966e-05 -2.432623e-05 -6.917547e-05 -6.701704e-05
## [34,] -2.692468e-05 -2.841298e-05 -2.020419e-05 -5.745406e-05 -5.566129e-05
## [35,] -6.009066e-05 -6.341225e-05 -4.509178e-05 -1.282264e-04 -1.242252e-04
## [36,] -6.377969e-05 -6.730518e-05 -4.785969e-05 -1.360986e-04 -1.318515e-04
## [37,] -8.263370e-05 -8.720138e-05 -6.200790e-05 -1.763306e-04 -1.708283e-04
## [38,] -3.167532e-05 -3.342622e-05 -2.376921e-05 -6.759119e-05 -6.548229e-05
## [39,] -2.068303e-05 -2.182631e-05 -1.552058e-05 -4.413501e-05 -4.275796e-05
## [40,] -1.092909e-05 -1.153321e-05 -8.201211e-06 -2.332132e-05 -2.259368e-05
## [41,] -2.391578e-05 -2.523777e-05 -1.794643e-05 -5.103333e-05 -4.944103e-05
## [42,] -2.126066e-05 -2.243588e-05 -1.595404e-05 -4.536761e-05 -4.395211e-05
## [43,] -2.247671e-06 -2.371914e-06 -1.686647e-06 -4.796258e-06 -4.646601e-06
## [,31] [,32] [,33] [,34] [,35]
## [1,] 1.595887e-02 -2.121125e-02 -9.561003e-03 -8.072337e-03 -6.677523e-02
## [2,] -2.567774e-05 -8.128477e-05 -3.657934e-05 -3.038102e-05 -6.780447e-05
## [3,] -1.545332e-05 -4.891868e-05 -2.201413e-05 -1.828393e-05 -4.080617e-05
## [4,] 2.713336e-10 8.589233e-10 3.865278e-10 3.210287e-10 7.164712e-10
## [5,] -2.996309e-05 -9.485052e-05 -4.268414e-05 -3.545150e-05 -7.912085e-05
## [6,] 2.148784e-06 6.801905e-06 3.060936e-06 2.542080e-06 5.673289e-06
## [7,] -4.657832e-05 -1.474473e-04 -6.635348e-05 -5.511013e-05 -1.229951e-04
## [8,] -1.201373e-04 -3.803053e-04 -1.711432e-04 -1.421446e-04 -3.172398e-04
## [9,] -2.984645e-05 -9.448174e-05 -4.251823e-05 -3.531407e-05 -7.881441e-05
## [10,] -6.435968e-10 -2.037371e-09 -9.168487e-10 -7.615045e-10 -1.699539e-09
## [11,] -6.229183e-05 -1.971907e-04 -8.873884e-05 -7.370323e-05 -1.644919e-04
## [12,] -3.340157e-05 -1.057357e-04 -4.758267e-05 -3.952029e-05 -8.820183e-05
## [13,] -1.059807e-04 -3.354909e-04 -1.509760e-04 -1.253943e-04 -2.798562e-04
## [14,] -7.445700e-05 -2.357003e-04 -1.060687e-04 -8.809652e-05 -1.966148e-04
## [15,] -6.536945e-05 -2.069322e-04 -9.312258e-05 -7.734341e-05 -1.726155e-04
## [16,] -3.995641e-05 -1.264852e-04 -5.692023e-05 -4.727537e-05 -1.055095e-04
## [17,] -4.898337e-05 -1.550611e-04 -6.977983e-05 -5.795624e-05 -1.293473e-04
## [18,] 1.465860e-13 4.225651e-13 1.861906e-13 1.212574e-13 2.463014e-13
## [19,] -2.072901e-04 -6.561974e-04 -2.952990e-04 -2.452653e-04 -5.473870e-04
## [20,] -5.814799e-05 -1.840722e-04 -8.283527e-05 -6.879935e-05 -1.535469e-04
## [21,] -7.417769e-05 -2.348170e-04 -1.056713e-04 -8.776706e-05 -1.958800e-04
## [22,] -1.314189e-04 -4.160183e-04 -1.872146e-04 -1.554931e-04 -3.470313e-04
## [23,] -1.063801e-08 -3.367626e-08 -1.515489e-08 -1.258760e-08 -2.809355e-08
## [24,] -1.476494e-05 -4.673972e-05 -2.103358e-05 -1.746964e-05 -3.898893e-05
## [25,] -1.264941e-04 -4.004292e-04 -1.801993e-04 -1.496671e-04 -3.340291e-04
## [26,] -2.275634e-05 -7.203700e-05 -3.241772e-05 -2.692468e-05 -6.009066e-05
## [27,] -2.401423e-05 -7.601895e-05 -3.420966e-05 -2.841298e-05 -6.341225e-05
## [28,] -1.707637e-05 -5.405651e-05 -2.432623e-05 -2.020419e-05 -4.509178e-05
## [29,] 6.222176e-03 -1.537182e-04 -6.917547e-05 -5.745406e-05 -1.282264e-04
## [30,] 6.532572e-02 -1.489218e-04 -6.701704e-05 -5.566129e-05 -1.242252e-04
## [31,] 5.175365e-01 -1.294228e-04 -5.824219e-05 -4.837331e-05 -1.079598e-04
## [32,] -1.294228e-04 2.059128e+00 2.798096e-01 -9.631768e-02 -3.417565e-04
## [33,] -5.824219e-05 2.798096e-01 9.393618e-01 3.858446e-02 -1.537956e-04
## [34,] -4.837331e-05 -9.631768e-02 3.858446e-02 5.002049e-01 -1.277365e-04
## [35,] -1.079598e-04 -3.417565e-04 -1.537956e-04 -1.277365e-04 1.212125e+00
## [36,] -1.145876e-04 -3.627386e-04 -1.632380e-04 -1.355801e-04 1.458998e-01
## [37,] -1.484610e-04 -4.699670e-04 -2.114923e-04 -1.756574e-04 9.325392e-02
## [38,] -5.690837e-05 -1.801478e-04 -8.106917e-05 -6.733222e-05 -1.502724e-04
## [39,] -3.715945e-05 -1.176311e-04 -5.293573e-05 -4.396592e-05 -9.812333e-05
## [40,] -1.963538e-05 -6.215727e-05 -2.797169e-05 -2.323195e-05 -5.184916e-05
## [41,] -4.296748e-05 -1.360169e-04 -6.120961e-05 -5.083786e-05 -1.134602e-04
## [42,] -3.819724e-05 -1.209163e-04 -5.441412e-05 -4.519380e-05 -1.008637e-04
## [43,] -4.038201e-06 -1.278327e-05 -5.752662e-06 -4.777917e-06 -1.066340e-05
## [,36] [,37] [,38] [,39] [,40]
## [1,] -7.152136e-02 -9.199131e-02 3.348878e-02 2.186573e-02 1.156224e-02
## [2,] -7.196652e-05 -9.324121e-05 -3.574177e-05 -2.333830e-05 -1.233217e-05
## [3,] -4.331127e-05 -5.611462e-05 -2.150999e-05 -1.404538e-05 -7.421700e-06
## [4,] 7.604383e-10 9.852511e-10 3.776806e-10 2.466140e-10 1.303132e-10
## [5,] -8.397814e-05 -1.088031e-04 -4.170663e-05 -2.723317e-05 -1.439025e-05
## [6,] 6.020631e-06 7.801384e-06 2.991085e-06 1.953086e-06 1.032040e-06
## [7,] -1.305457e-04 -1.691367e-04 -6.483395e-05 -4.233462e-05 -2.236998e-05
## [8,] -3.367198e-04 -4.362535e-04 -1.672226e-04 -1.091914e-04 -5.769760e-05
## [9,] -8.365470e-05 -1.083821e-04 -4.154405e-05 -2.712701e-05 -1.433413e-05
## [10,] -1.803933e-09 -2.337136e-09 -8.958367e-10 -5.849545e-10 -3.090943e-10
## [11,] -1.745941e-04 -2.262021e-04 -8.670559e-05 -5.661615e-05 -2.991641e-05
## [12,] -9.361810e-05 -1.212912e-04 -4.649259e-05 -3.035826e-05 -1.604155e-05
## [13,] -2.970396e-04 -3.848450e-04 -1.475177e-04 -9.632463e-05 -5.089873e-05
## [14,] -2.086885e-04 -2.703758e-04 -1.036388e-04 -6.767301e-05 -3.575896e-05
## [15,] -1.832128e-04 -2.373724e-04 -9.098990e-05 -5.941366e-05 -3.139469e-05
## [16,] -1.119869e-04 -1.450914e-04 -5.561666e-05 -3.631600e-05 -1.918969e-05
## [17,] -1.372895e-04 -1.778724e-04 -6.818141e-05 -4.452041e-05 -2.352495e-05
## [18,] 9.781418e-14 2.968792e-13 2.247839e-13 1.464117e-13 7.944878e-14
## [19,] -5.810084e-04 -7.527438e-04 -2.885319e-04 -1.884027e-04 -9.955339e-05
## [20,] -1.629741e-04 -2.111503e-04 -8.093804e-05 -5.285010e-05 -2.792644e-05
## [21,] -2.079117e-04 -2.693661e-04 -1.032496e-04 -6.741889e-05 -3.562464e-05
## [22,] -3.683419e-04 -4.772218e-04 -1.829256e-04 -1.194449e-04 -6.311565e-05
## [23,] -2.982138e-08 -3.863366e-08 -1.480701e-08 -9.668536e-09 -5.108898e-09
## [24,] -4.138303e-05 -5.361578e-05 -2.055175e-05 -1.341967e-05 -7.091065e-06
## [25,] -3.545440e-04 -4.593425e-04 -1.760703e-04 -1.149686e-04 -6.075031e-05
## [26,] -6.377969e-05 -8.263370e-05 -3.167532e-05 -2.068303e-05 -1.092909e-05
## [27,] -6.730518e-05 -8.720138e-05 -3.342622e-05 -2.182631e-05 -1.153321e-05
## [28,] -4.785969e-05 -6.200790e-05 -2.376921e-05 -1.552058e-05 -8.201211e-06
## [29,] -1.360986e-04 -1.763306e-04 -6.759119e-05 -4.413501e-05 -2.332132e-05
## [30,] -1.318515e-04 -1.708283e-04 -6.548229e-05 -4.275796e-05 -2.259368e-05
## [31,] -1.145876e-04 -1.484610e-04 -5.690837e-05 -3.715945e-05 -1.963538e-05
## [32,] -3.627386e-04 -4.699670e-04 -1.801478e-04 -1.176311e-04 -6.215727e-05
## [33,] -1.632380e-04 -2.114923e-04 -8.106917e-05 -5.293573e-05 -2.797169e-05
## [34,] -1.355801e-04 -1.756574e-04 -6.733222e-05 -4.396592e-05 -2.323195e-05
## [35,] 1.458998e-01 9.325392e-02 -1.502724e-04 -9.812333e-05 -5.184916e-05
## [36,] 3.368322e-01 -2.062817e-01 -1.594971e-04 -1.041468e-04 -5.503196e-05
## [37,] -2.062817e-01 1.035197e+00 -2.066469e-04 -1.349342e-04 -7.130033e-05
## [38,] -1.594971e-04 -2.066469e-04 4.628679e+00 9.353308e-01 -1.893240e-02
## [39,] -1.041468e-04 -1.349342e-04 9.353308e-01 2.457433e+00 8.321505e-03
## [40,] -5.503196e-05 -7.130033e-05 -1.893240e-02 8.321505e-03 1.058677e+00
## [41,] -1.204254e-04 -1.560248e-04 -5.980791e-05 -3.905276e-05 -2.063582e-05
## [42,] -1.070554e-04 -1.387027e-04 -5.316808e-05 -3.471715e-05 -1.834485e-05
## [43,] -1.131812e-05 -1.466380e-05 -5.620896e-06 -3.670276e-06 -1.939404e-06
## [,41] [,42] [,43]
## [1,] 2.632930e-02 2.343073e-02 2.460212e-03
## [2,] -2.698605e-05 -2.399009e-05 -2.536211e-06
## [3,] -1.624067e-05 -1.443764e-05 -1.526342e-06
## [4,] 2.851590e-10 2.535015e-10 2.679963e-11
## [5,] -3.148972e-05 -2.799374e-05 -2.959489e-06
## [6,] 2.258314e-06 2.007633e-06 2.122215e-07
## [7,] -4.895151e-05 -4.351694e-05 -4.600592e-06
## [8,] -1.262582e-04 -1.122409e-04 -1.186618e-05
## [9,] -3.136704e-05 -2.788462e-05 -2.948000e-06
## [10,] -6.763853e-10 -6.012911e-10 -6.356981e-11
## [11,] -6.546541e-05 -5.819732e-05 -6.152704e-06
## [12,] -3.510332e-05 -3.120611e-05 -3.299138e-06
## [13,] -1.113803e-04 -9.901479e-05 -1.046788e-05
## [14,] -7.825044e-05 -6.956298e-05 -7.354262e-06
## [15,] -6.870003e-05 -6.107297e-05 -6.456621e-06
## [16,] -4.199220e-05 -3.733024e-05 -3.946544e-06
## [17,] -5.147901e-05 -4.576378e-05 -4.838170e-06
## [18,] 1.625422e-13 1.507249e-13 1.164488e-14
## [19,] -2.178507e-04 -1.936644e-04 -2.047457e-05
## [20,] -6.111061e-05 -5.432610e-05 -5.743358e-06
## [21,] -7.795673e-05 -6.930176e-05 -7.326729e-06
## [22,] -1.381144e-04 -1.227808e-04 -1.298050e-05
## [23,] -1.117986e-08 -9.938556e-09 -1.050783e-09
## [24,] -1.551719e-05 -1.379446e-05 -1.458360e-06
## [25,] -1.329386e-04 -1.181795e-04 -1.249412e-05
## [26,] -2.391578e-05 -2.126066e-05 -2.247671e-06
## [27,] -2.523777e-05 -2.243588e-05 -2.371914e-06
## [28,] -1.794643e-05 -1.595404e-05 -1.686647e-06
## [29,] -5.103333e-05 -4.536761e-05 -4.796258e-06
## [30,] -4.944103e-05 -4.395211e-05 -4.646601e-06
## [31,] -4.296748e-05 -3.819724e-05 -4.038201e-06
## [32,] -1.360169e-04 -1.209163e-04 -1.278327e-05
## [33,] -6.120961e-05 -5.441412e-05 -5.752662e-06
## [34,] -5.083786e-05 -4.519380e-05 -4.777917e-06
## [35,] -1.134602e-04 -1.008637e-04 -1.066340e-05
## [36,] -1.204254e-04 -1.070554e-04 -1.131812e-05
## [37,] -1.560248e-04 -1.387027e-04 -1.466380e-05
## [38,] -5.980791e-05 -5.316808e-05 -5.620896e-06
## [39,] -3.905276e-05 -3.471715e-05 -3.670276e-06
## [40,] -2.063582e-05 -1.834485e-05 -1.939404e-06
## [41,] 3.958540e+00 4.646732e-01 8.670378e-02
## [42,] 4.646732e-01 3.176664e+00 -1.430308e-01
## [43,] 8.670378e-02 -1.430308e-01 5.222094e-01
##
## Model rank = 897 / 897
##
## Basis dimension (k) checking results. Low p-value (k-index<1) may
## indicate that k is too low, especially if edf is close to k'.
##
## k' edf k-index p-value
## s(bb.sp) 14.00 12.73 NA NA
## te(yday,elev.mean):bb.spbss 63.00 22.82 0.79 <2e-16 ***
## te(yday,elev.mean):bb.sphort 63.00 13.01 0.79 <2e-16 ***
## te(yday,elev.mean):bb.sphypn 63.00 4.59 0.79 <2e-16 ***
## te(yday,elev.mean):bb.spjone 63.00 10.78 0.79 <2e-16 ***
## te(yday,elev.mean):bb.splapi 63.00 13.33 0.79 <2e-16 ***
## te(yday,elev.mean):bb.spmend 63.00 3.88 0.79 <2e-16 ***
## te(yday,elev.mean):bb.spmont 63.00 17.80 0.79 <2e-16 ***
## te(yday,elev.mean):bb.spmuci 63.00 2.39 0.79 <2e-16 ***
## te(yday,elev.mean):bb.sppasc 63.00 15.28 0.79 <2e-16 ***
## te(yday,elev.mean):bb.spprat 63.00 22.62 0.79 <2e-16 ***
## te(yday,elev.mean):bb.sppsit 63.00 11.94 0.79 <2e-16 ***
## te(yday,elev.mean):bb.sppyre 63.00 9.09 0.79 <2e-16 ***
## te(yday,elev.mean):bb.spsoro 63.00 30.93 0.79 <2e-16 ***
## te(yday,elev.mean):bb.spwurf 63.00 24.14 0.79 <2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.

bb_abund.2011.sum <- summary(bb_abund.2011)
print(plot(bb_abund.2011, allTerms = TRUE), pages = 1)

bb_abund.2011.ck <- check2D(bb_abund.2011, x1 = "yday", x2 = "elev.mean") # See if there is any spatiotemporal pattern to the residuals
### 2012
bb_abund.2012 <- bam(bb.abund ~
s(bb.sp, bs = "re") +
te(yday, elev.mean,
by = bb.sp,
bs= c("gp", "cr"),
k=c(8, 8),
m=2),
data = filter(bb_abund_sp, year == 2012 & bb.total.abund >= 5),
discrete = TRUE,
family = "tw",
select = TRUE,
method = "fREML") %>% getViz(nsim = 500)
check.gamViz(bb_abund.2012)
##
## Method: fREML Optimizer: perf chol
## $grad
## [1] 1.361954e-06 -1.373878e-07 -2.048472e-07 4.766672e-08 -1.956592e-05
## [6] 3.252368e-08 2.001501e-07 2.053307e-07 1.893044e-07 1.082347e-08
## [11] 3.383877e-05 2.301466e-05 1.290894e-05 2.794515e-07 1.473649e-07
## [16] 1.454717e-07 2.248491e-06 1.669451e-06 7.108046e-07 3.806337e-07
## [21] 1.209942e-07 1.163446e-07 1.173547e-05 5.834812e-06 -6.877006e-06
## [26] 5.503133e-08 1.657291e-08 7.580689e-08 7.984470e-08 1.411479e-07
## [31] 2.419168e-08 1.111951e-07 4.842851e-08 9.137303e-08 1.229538e-06
## [36] 7.053672e-07 6.635295e-07 1.599344e-07 1.585568e-07 2.266049e-08
## [41] 6.605031e-08 1.070396e-07 1.935527e-08
##
## $hess
## [,1] [,2] [,3] [,4] [,5]
## [1,] 5.944571e+00 5.180338e-02 9.882875e-03 -4.121063e-03 9.089015e-07
## [2,] 5.180338e-02 2.288247e+00 6.381342e-01 1.602466e-01 5.245895e-09
## [3,] 9.882875e-03 6.381342e-01 4.303779e+00 6.852526e-03 1.028234e-09
## [4,] -4.121063e-03 1.602466e-01 6.852526e-03 9.270390e-01 -2.781628e-10
## [5,] 9.089015e-07 5.245895e-09 1.028234e-09 -2.781628e-10 1.952560e-05
## [6,] -4.324929e-02 -1.901425e-04 -3.730604e-05 9.896059e-06 -2.362229e-06
## [7,] -1.626206e-01 -7.202354e-04 -1.413062e-04 3.750673e-05 5.476501e-06
## [8,] -6.115574e-04 6.517909e-07 1.259019e-07 -4.396316e-08 -8.762019e-12
## [9,] 1.988312e-02 -2.141656e-04 -4.201712e-05 1.115779e-05 2.249795e-09
## [10,] 1.425687e-02 -1.566737e-04 -3.073882e-05 8.157282e-06 1.644843e-09
## [11,] -9.829790e-02 -6.401103e-04 -1.255903e-04 3.331290e-05 6.717401e-09
## [12,] -1.158368e-01 -7.560858e-04 -1.483438e-04 3.935346e-05 7.935402e-09
## [13,] -2.924591e-06 -1.840276e-08 -3.610992e-09 9.559382e-10 1.927791e-13
## [14,] -1.635164e-02 -1.939919e-04 -3.805927e-05 1.010663e-05 2.037848e-09
## [15,] -3.829573e-03 -4.418620e-05 -8.669268e-06 2.300111e-06 4.638017e-10
## [16,] -3.127519e-02 -3.585914e-04 -7.035582e-05 1.866289e-05 3.763281e-09
## [17,] -1.528726e-01 -8.503669e-04 -1.668407e-04 4.426597e-05 8.925929e-09
## [18,] -1.152589e-02 -5.829297e-05 -1.144071e-05 3.015595e-06 6.082674e-10
## [19,] -6.885182e-02 -3.420029e-04 -6.712664e-05 1.767024e-05 3.564444e-09
## [20,] -9.167620e-03 -1.098819e-04 -2.156298e-05 5.698033e-06 1.149194e-09
## [21,] -3.163891e-03 -3.910836e-05 -7.674184e-06 2.029800e-06 4.093566e-10
## [22,] -1.424117e-02 -2.004115e-04 -3.931944e-05 1.043757e-05 2.104612e-09
## [23,] -1.480430e-01 -7.593595e-04 -1.489830e-04 3.953978e-05 7.972810e-09
## [24,] -3.824086e-02 -1.929420e-04 -3.785660e-05 1.003513e-05 2.023602e-09
## [25,] 8.556952e-07 5.737611e-09 1.124754e-09 -3.035247e-10 -6.115393e-14
## [26,] -3.733497e-02 2.065827e-04 4.052431e-05 -1.078874e-05 -2.175116e-09
## [27,] 2.276748e-02 -1.315673e-04 -2.581251e-05 6.852765e-06 1.381772e-09
## [28,] 7.499730e-02 -4.310146e-04 -8.456037e-05 2.245712e-05 4.528113e-09
## [29,] -1.613454e-02 9.006392e-05 1.766603e-05 -4.710469e-06 -9.496065e-10
## [30,] 3.204303e-02 -1.902140e-04 -3.731773e-05 9.911603e-06 1.998504e-09
## [31,] 1.468618e-02 -9.198231e-05 -1.804873e-05 4.778317e-06 9.636156e-10
## [32,] 2.961513e-02 -3.165467e-04 -6.210514e-05 1.648219e-05 3.323476e-09
## [33,] 2.117168e-02 -2.232155e-04 -4.379291e-05 1.162778e-05 2.344577e-09
## [34,] -6.465028e-03 5.568592e-05 1.092085e-05 -2.922271e-06 -5.890146e-10
## [35,] -5.151206e-02 -2.447322e-04 -4.803411e-05 1.264818e-05 2.551356e-09
## [36,] -4.216952e-02 -2.203700e-04 -4.323754e-05 1.146487e-05 2.311880e-09
## [37,] -1.641749e-01 -8.484695e-04 -1.664798e-04 4.410950e-05 8.894969e-09
## [38,] -1.079299e-02 7.072273e-05 1.387311e-05 -3.694600e-06 -7.448562e-10
## [39,] 1.879519e-02 -1.292327e-04 -2.535386e-05 6.734379e-06 1.357868e-09
## [40,] 1.320884e-02 -9.517681e-05 -1.867478e-05 4.948216e-06 9.978376e-10
## [41,] 3.778527e-03 -1.942469e-05 -3.811799e-06 1.007582e-06 2.032086e-10
## [42,] 1.895859e-02 -9.115696e-05 -1.788378e-05 4.750658e-06 9.578814e-10
## [43,] 1.661573e-02 -8.118538e-05 -1.592845e-05 4.226111e-06 8.521662e-10
## [,6] [,7] [,8] [,9] [,10]
## [1,] -4.324929e-02 -1.626206e-01 -6.115574e-04 1.988312e-02 1.425687e-02
## [2,] -1.901425e-04 -7.202354e-04 6.517909e-07 -2.141656e-04 -1.566737e-04
## [3,] -3.730604e-05 -1.413062e-04 1.259019e-07 -4.201712e-05 -3.073882e-05
## [4,] 9.896059e-06 3.750673e-05 -4.396316e-08 1.115779e-05 8.157282e-06
## [5,] -2.362229e-06 5.476501e-06 -8.762019e-12 2.249795e-09 1.644843e-09
## [6,] 6.797758e-01 5.654890e-02 2.453252e-07 -8.152172e-05 -5.963898e-05
## [7,] 5.654890e-02 1.178243e+00 9.376902e-07 -3.087967e-04 -2.259025e-04
## [8,] 2.453252e-07 9.376902e-07 2.731897e+00 1.113315e+00 2.412318e-02
## [9,] -8.152172e-05 -3.087967e-04 1.113315e+00 2.746074e+00 2.932864e-01
## [10,] -5.963898e-05 -2.259025e-04 2.412318e-02 2.932864e-01 4.474439e-01
## [11,] -2.436668e-04 -9.229566e-04 8.251241e-07 -2.744407e-04 -2.007735e-04
## [12,] -2.878131e-04 -1.090177e-03 9.765238e-07 -3.241647e-04 -2.371492e-04
## [13,] -7.005759e-09 -2.653478e-08 2.302863e-11 -7.889761e-09 -5.772300e-09
## [14,] -7.384267e-05 -2.797090e-04 2.542624e-07 -8.317344e-05 -6.084526e-05
## [15,] -1.681993e-05 -6.371069e-05 5.717235e-08 -1.894445e-05 -1.385914e-05
## [16,] -1.365025e-04 -5.170424e-04 4.625935e-07 -1.537425e-04 -1.124737e-04
## [17,] -3.237008e-04 -1.226117e-03 1.100345e-06 -3.645875e-04 -2.667202e-04
## [18,] -2.219505e-05 -8.405475e-05 6.811293e-08 -2.499015e-05 -1.828580e-05
## [19,] -1.302238e-04 -4.931511e-04 3.910182e-07 -1.466135e-04 -1.072846e-04
## [20,] -4.183375e-05 -1.584399e-04 1.336903e-07 -4.710807e-05 -3.446716e-05
## [21,] -1.488866e-05 -5.639038e-05 4.827974e-08 -1.676659e-05 -1.226711e-05
## [22,] -7.628727e-05 -2.889660e-04 2.613117e-07 -8.592539e-05 -6.285915e-05
## [23,] -2.890548e-04 -1.094894e-03 9.869329e-07 -3.255703e-04 -2.381743e-04
## [24,] -7.344769e-05 -2.781987e-04 2.463641e-07 -8.272110e-05 -6.051776e-05
## [25,] 2.182733e-09 8.271862e-09 -9.307306e-12 2.460584e-09 1.799097e-09
## [26,] 7.862808e-05 2.978577e-04 -2.809101e-07 8.857512e-05 6.479153e-05
## [27,] -5.008130e-05 -1.897018e-04 1.718005e-07 -5.640885e-05 -4.126605e-05
## [28,] -1.640644e-04 -6.214621e-04 5.657089e-07 -1.847965e-04 -1.351869e-04
## [29,] 3.427759e-05 1.298557e-04 -1.251462e-07 3.861702e-05 2.824644e-05
## [30,] -7.240411e-05 -2.742614e-04 2.500061e-07 -8.155390e-05 -5.966013e-05
## [31,] -3.501673e-05 -1.326285e-04 1.152053e-07 -3.943534e-05 -2.885160e-05
## [32,] -1.204955e-04 -4.564178e-04 4.112706e-07 -1.357172e-04 -9.928540e-05
## [33,] -8.496695e-05 -3.218456e-04 2.920409e-07 -9.570279e-05 -7.001134e-05
## [34,] 2.119088e-05 8.028684e-05 -8.118731e-08 2.387793e-05 1.746353e-05
## [35,] -9.318517e-05 -3.528908e-04 2.812116e-07 -1.049149e-04 -7.677086e-05
## [36,] -8.388788e-05 -3.177459e-04 2.826218e-07 -9.448087e-05 -6.912043e-05
## [37,] -3.229946e-04 -1.223394e-03 1.075499e-06 -3.637665e-04 -2.661313e-04
## [38,] 2.691769e-05 1.019701e-04 -9.660317e-08 3.032347e-05 2.218099e-05
## [39,] -4.919178e-05 -1.863351e-04 1.699971e-07 -5.540836e-05 -4.053349e-05
## [40,] -3.623175e-05 -1.372338e-04 1.207392e-07 -4.080543e-05 -2.985318e-05
## [41,] -7.395197e-06 -2.800859e-05 2.374837e-08 -8.327701e-06 -6.092999e-06
## [42,] -3.469831e-05 -1.314352e-04 1.200760e-07 -3.908348e-05 -2.859108e-05
## [43,] -3.090405e-05 -1.170586e-04 1.050486e-07 -3.480753e-05 -2.546405e-05
## [,11] [,12] [,13] [,14] [,15]
## [1,] -9.829790e-02 -1.158368e-01 -2.924591e-06 -1.635164e-02 -3.829573e-03
## [2,] -6.401103e-04 -7.560858e-04 -1.840276e-08 -1.939919e-04 -4.418620e-05
## [3,] -1.255903e-04 -1.483438e-04 -3.610992e-09 -3.805927e-05 -8.669268e-06
## [4,] 3.331290e-05 3.935346e-05 9.559382e-10 1.010663e-05 2.300111e-06
## [5,] 6.717401e-09 7.935402e-09 1.927791e-13 2.037848e-09 4.638017e-10
## [6,] -2.436668e-04 -2.878131e-04 -7.005759e-09 -7.384267e-05 -1.681993e-05
## [7,] -9.229566e-04 -1.090177e-03 -2.653478e-08 -2.797090e-04 -6.371069e-05
## [8,] 8.251241e-07 9.765238e-07 2.302863e-11 2.542624e-07 5.717235e-08
## [9,] -2.744407e-04 -3.241647e-04 -7.889761e-09 -8.317344e-05 -1.894445e-05
## [10,] -2.007735e-04 -2.371492e-04 -5.772300e-09 -6.084526e-05 -1.385914e-05
## [11,] 1.628947e+00 4.014086e-01 2.373034e-05 -2.485894e-04 -5.662400e-05
## [12,] 4.014086e-01 1.101642e+00 4.633186e-05 -2.936295e-04 -6.688292e-05
## [13,] 2.373034e-05 4.633186e-05 -1.290460e-05 -7.146583e-09 -1.627990e-09
## [14,] -2.485894e-04 -2.936295e-04 -7.146583e-09 6.141456e-01 1.786118e-02
## [15,] -5.662400e-05 -6.688292e-05 -1.627990e-09 1.786118e-02 1.286364e-01
## [16,] -4.595335e-04 -5.427894e-04 -1.321224e-08 9.364321e-02 4.806274e-02
## [17,] -1.089733e-03 -1.287167e-03 -3.133078e-08 -3.302446e-04 -7.522272e-05
## [18,] -7.472066e-05 -8.825470e-05 -2.149589e-09 -2.263626e-05 -5.157456e-06
## [19,] -4.384060e-04 -5.178096e-04 -1.261374e-08 -1.328037e-04 -3.025969e-05
## [20,] -1.408342e-04 -1.663459e-04 -4.050621e-09 -4.267076e-05 -9.721116e-06
## [21,] -5.012287e-05 -5.920281e-05 -1.441491e-09 -1.518727e-05 -3.459781e-06
## [22,] -2.568194e-04 -3.033500e-04 -7.383426e-09 -7.783149e-05 -1.772798e-05
## [23,] -9.730973e-04 -1.149402e-03 -2.797662e-08 -2.949027e-04 -6.717175e-05
## [24,] -2.472610e-04 -2.920572e-04 -7.109556e-09 -7.492911e-05 -1.706789e-05
## [25,] 7.347766e-09 8.679929e-09 2.109188e-13 2.228782e-09 5.073098e-10
## [26,] 2.646974e-04 3.126610e-04 7.607855e-09 8.023149e-05 1.827243e-05
## [27,] -1.685975e-04 -1.991442e-04 -4.847048e-09 -5.109532e-05 -1.163813e-05
## [28,] -5.523183e-04 -6.523893e-04 -1.587821e-08 -1.673892e-04 -3.812618e-05
## [29,] 1.153932e-04 1.363040e-04 3.316121e-09 3.497933e-05 7.965905e-06
## [30,] -2.437464e-04 -2.879094e-04 -7.007230e-09 -7.387176e-05 -1.682568e-05
## [31,] -1.178840e-04 -1.392399e-04 -3.389947e-09 -3.572072e-05 -8.137150e-06
## [32,] -4.056458e-04 -4.791400e-04 -1.166237e-08 -1.229331e-04 -2.800124e-05
## [33,] -2.860391e-04 -3.378642e-04 -8.223301e-09 -8.668788e-05 -1.974505e-05
## [34,] 7.133695e-05 8.426599e-05 2.049371e-09 2.162860e-05 4.924792e-06
## [35,] -3.137132e-04 -3.705332e-04 -9.025850e-09 -9.503273e-05 -2.165321e-05
## [36,] -2.824076e-04 -3.335719e-04 -8.119914e-09 -8.558114e-05 -1.949405e-05
## [37,] -1.087360e-03 -1.284353e-03 -3.126654e-08 -3.295012e-04 -7.505766e-05
## [38,] 9.061693e-05 1.070371e-04 2.604408e-09 2.746704e-05 6.255438e-06
## [39,] -1.656027e-04 -1.956074e-04 -4.760727e-09 -5.018905e-05 -1.143147e-05
## [40,] -1.219740e-04 -1.440717e-04 -3.507290e-09 -3.696173e-05 -8.419559e-06
## [41,] -2.489607e-05 -2.940597e-05 -7.160310e-10 -7.543279e-06 -1.718463e-06
## [42,] -1.168108e-04 -1.379752e-04 -3.358035e-09 -3.540192e-05 -8.063402e-06
## [43,] -1.040379e-04 -1.228871e-04 -2.991181e-09 -3.152879e-05 -7.181589e-06
## [,16] [,17] [,18] [,19] [,20]
## [1,] -3.127519e-02 -1.528726e-01 -1.152589e-02 -6.885182e-02 -9.167620e-03
## [2,] -3.585914e-04 -8.503669e-04 -5.829297e-05 -3.420029e-04 -1.098819e-04
## [3,] -7.035582e-05 -1.668407e-04 -1.144071e-05 -6.712664e-05 -2.156298e-05
## [4,] 1.866289e-05 4.426597e-05 3.015595e-06 1.767024e-05 5.698033e-06
## [5,] 3.763281e-09 8.925929e-09 6.082674e-10 3.564444e-09 1.149194e-09
## [6,] -1.365025e-04 -3.237008e-04 -2.219505e-05 -1.302238e-04 -4.183375e-05
## [7,] -5.170424e-04 -1.226117e-03 -8.405475e-05 -4.931511e-04 -1.584399e-04
## [8,] 4.625935e-07 1.100345e-06 6.811293e-08 3.910182e-07 1.336903e-07
## [9,] -1.537425e-04 -3.645875e-04 -2.499015e-05 -1.466135e-04 -4.710807e-05
## [10,] -1.124737e-04 -2.667202e-04 -1.828580e-05 -1.072846e-04 -3.446716e-05
## [11,] -4.595335e-04 -1.089733e-03 -7.472066e-05 -4.384060e-04 -1.408342e-04
## [12,] -5.427894e-04 -1.287167e-03 -8.825470e-05 -5.178096e-04 -1.663459e-04
## [13,] -1.321224e-08 -3.133078e-08 -2.149589e-09 -1.261374e-08 -4.050621e-09
## [14,] 9.364321e-02 -3.302446e-04 -2.263626e-05 -1.328037e-04 -4.267076e-05
## [15,] 4.806274e-02 -7.522272e-05 -5.157456e-06 -3.025969e-05 -9.721116e-06
## [16,] 2.246312e-01 -6.104704e-04 -4.185797e-05 -2.455911e-04 -7.889480e-05
## [17,] -6.104704e-04 2.033819e+00 2.709680e-01 8.066151e-02 -1.870835e-04
## [18,] -4.185797e-05 2.709680e-01 6.335756e-01 3.079783e-02 -1.284288e-05
## [19,] -2.455911e-04 8.066151e-02 3.079783e-02 5.724274e-01 -7.537019e-05
## [20,] -7.889480e-05 -1.870835e-04 -1.284288e-05 -7.537019e-05 2.047057e-01
## [21,] -2.807871e-05 -6.658373e-05 -4.569517e-06 -2.681529e-05 3.613667e-02
## [22,] -1.438708e-04 -3.411764e-04 -2.338814e-05 -1.372179e-04 3.246029e-02
## [23,] -5.451312e-04 -1.292726e-03 -8.862418e-05 -5.199638e-04 -1.670508e-04
## [24,] -1.385157e-04 -3.284728e-04 -2.252709e-05 -1.321776e-04 -4.245608e-05
## [25,] 4.116404e-09 9.763245e-09 6.658470e-10 3.902475e-09 1.257599e-09
## [26,] 1.482852e-04 3.516546e-04 2.408469e-05 1.412789e-04 4.541497e-05
## [27,] -9.444877e-05 -2.239768e-04 -1.535345e-05 -9.007793e-05 -2.894135e-05
## [28,] -3.094104e-04 -7.337415e-04 -5.029204e-05 -2.950544e-04 -9.480471e-05
## [29,] 6.464428e-05 1.533046e-04 1.049473e-05 6.155536e-05 1.979290e-05
## [30,] -1.365475e-04 -3.238116e-04 -2.219400e-05 -1.302075e-04 -4.183803e-05
## [31,] -6.603845e-05 -1.566000e-04 -1.074406e-05 -6.304569e-05 -2.024592e-05
## [32,] -2.272436e-04 -5.388861e-04 -3.694418e-05 -2.167542e-04 -6.963715e-05
## [33,] -1.602399e-04 -3.799950e-04 -2.604733e-05 -1.528171e-04 -4.910014e-05
## [34,] 3.996392e-05 9.477814e-05 6.481028e-06 3.800512e-05 1.222832e-05
## [35,] -1.757394e-04 -4.167172e-04 -2.863788e-05 -1.681019e-04 -5.393028e-05
## [36,] -1.582050e-04 -3.751645e-04 -2.572694e-05 -1.509500e-04 -4.848842e-05
## [37,] -6.091389e-04 -1.444490e-03 -9.907986e-05 -5.813682e-04 -1.867219e-04
## [38,] 5.076423e-05 1.203865e-04 8.244403e-06 4.836008e-05 1.554654e-05
## [39,] -9.277119e-05 -2.199996e-04 -1.507848e-05 -8.846191e-05 -2.842471e-05
## [40,] -6.832985e-05 -1.620350e-04 -1.111406e-05 -6.521345e-05 -2.094523e-05
## [41,] -1.394670e-05 -3.307194e-05 -2.270102e-06 -1.332215e-05 -4.276951e-06
## [42,] -6.543783e-05 -1.551808e-04 -1.063558e-05 -6.239607e-05 -2.004954e-05
## [43,] -5.828223e-05 -1.382102e-04 -9.476030e-06 -5.559751e-05 -1.786106e-05
## [,21] [,22] [,23] [,24] [,25]
## [1,] -3.163891e-03 -1.424117e-02 -1.480430e-01 -3.824086e-02 8.556952e-07
## [2,] -3.910836e-05 -2.004115e-04 -7.593595e-04 -1.929420e-04 5.737611e-09
## [3,] -7.674184e-06 -3.931944e-05 -1.489830e-04 -3.785660e-05 1.124754e-09
## [4,] 2.029800e-06 1.043757e-05 3.953978e-05 1.003513e-05 -3.035247e-10
## [5,] 4.093566e-10 2.104612e-09 7.972810e-09 2.023602e-09 -6.115393e-14
## [6,] -1.488866e-05 -7.628727e-05 -2.890548e-04 -7.344769e-05 2.182733e-09
## [7,] -5.639038e-05 -2.889660e-04 -1.094894e-03 -2.781987e-04 8.271862e-09
## [8,] 4.827974e-08 2.613117e-07 9.869329e-07 2.463641e-07 -9.307306e-12
## [9,] -1.676659e-05 -8.592539e-05 -3.255703e-04 -8.272110e-05 2.460584e-09
## [10,] -1.226711e-05 -6.285915e-05 -2.381743e-04 -6.051776e-05 1.799097e-09
## [11,] -5.012287e-05 -2.568194e-04 -9.730973e-04 -2.472610e-04 7.347766e-09
## [12,] -5.920281e-05 -3.033500e-04 -1.149402e-03 -2.920572e-04 8.679929e-09
## [13,] -1.441491e-09 -7.383426e-09 -2.797662e-08 -7.109556e-09 2.109188e-13
## [14,] -1.518727e-05 -7.783149e-05 -2.949027e-04 -7.492911e-05 2.228782e-09
## [15,] -3.459781e-06 -1.772798e-05 -6.717175e-05 -1.706789e-05 5.073098e-10
## [16,] -2.807871e-05 -1.438708e-04 -5.451312e-04 -1.385157e-04 4.116404e-09
## [17,] -6.658373e-05 -3.411764e-04 -1.292726e-03 -3.284728e-04 9.763245e-09
## [18,] -4.569517e-06 -2.338814e-05 -8.862418e-05 -2.252709e-05 6.658470e-10
## [19,] -2.681529e-05 -1.372179e-04 -5.199638e-04 -1.321776e-04 3.902475e-09
## [20,] 3.613667e-02 3.246029e-02 -1.670508e-04 -4.245608e-05 1.257599e-09
## [21,] 8.279547e-02 -3.873790e-02 -5.945478e-05 -1.510969e-05 4.479224e-10
## [22,] -3.873790e-02 1.083271e+00 -3.046631e-04 -7.741058e-05 2.301898e-09
## [23,] -5.945478e-05 -3.046631e-04 9.109562e-01 1.430930e-01 2.075026e-05
## [24,] -1.510969e-05 -7.741058e-05 1.430930e-01 3.803552e-01 5.962179e-06
## [25,] 4.479224e-10 2.301898e-09 2.075026e-05 5.962179e-06 6.879120e-06
## [26,] 1.616580e-05 8.288255e-05 3.140328e-04 7.977821e-05 -2.378191e-09
## [27,] -1.030061e-05 -5.278614e-05 -2.000066e-04 -5.081857e-05 1.511281e-09
## [28,] -3.374279e-05 -1.729274e-04 -6.552193e-04 -1.664777e-04 4.952315e-09
## [29,] 7.045914e-06 3.613420e-05 1.369063e-04 3.477721e-05 -1.038075e-09
## [30,] -1.489101e-05 -7.631572e-05 -2.891589e-04 -7.346892e-05 2.185703e-09
## [31,] -7.204915e-06 -3.690449e-05 -1.398351e-04 -3.553548e-05 1.054281e-09
## [32,] -2.478442e-05 -1.270019e-04 -4.812118e-04 -1.222708e-04 3.635123e-09
## [33,] -1.747550e-05 -8.955632e-05 -3.393284e-04 -8.621741e-05 2.564287e-09
## [34,] 4.353745e-06 2.234134e-05 8.464440e-05 2.149723e-05 -6.436196e-10
## [35,] -1.918763e-05 -9.819098e-05 -3.720769e-04 -9.458238e-05 2.793211e-09
## [36,] -1.725676e-05 -8.841495e-05 -3.350084e-04 -8.512623e-05 2.528930e-09
## [37,] -6.645100e-05 -3.404163e-04 -1.289864e-03 -3.277710e-04 9.730972e-09
## [38,] 5.533988e-06 2.837448e-05 1.075074e-04 2.731114e-05 -8.143674e-10
## [39,] -1.011696e-05 -5.184945e-05 -1.964565e-04 -4.991513e-05 1.485049e-09
## [40,] -7.454055e-06 -3.818609e-05 -1.446900e-04 -3.676748e-05 1.091614e-09
## [41,] -1.521934e-06 -7.793465e-06 -2.953075e-05 -7.505135e-06 2.223695e-10
## [42,] -7.136088e-06 -3.657306e-05 -1.385744e-04 -3.520843e-05 1.047587e-09
## [43,] -6.356817e-06 -3.257246e-05 -1.234178e-04 -3.135963e-05 9.321057e-10
## [,26] [,27] [,28] [,29] [,30]
## [1,] -3.733497e-02 2.276748e-02 7.499730e-02 -1.613454e-02 3.204303e-02
## [2,] 2.065827e-04 -1.315673e-04 -4.310146e-04 9.006392e-05 -1.902140e-04
## [3,] 4.052431e-05 -2.581251e-05 -8.456037e-05 1.766603e-05 -3.731773e-05
## [4,] -1.078874e-05 6.852765e-06 2.245712e-05 -4.710469e-06 9.911603e-06
## [5,] -2.175116e-09 1.381772e-09 4.528113e-09 -9.496065e-10 1.998504e-09
## [6,] 7.862808e-05 -5.008130e-05 -1.640644e-04 3.427759e-05 -7.240411e-05
## [7,] 2.978577e-04 -1.897018e-04 -6.214621e-04 1.298557e-04 -2.742614e-04
## [8,] -2.809101e-07 1.718005e-07 5.657089e-07 -1.251462e-07 2.500061e-07
## [9,] 8.857512e-05 -5.640885e-05 -1.847965e-04 3.861702e-05 -8.155390e-05
## [10,] 6.479153e-05 -4.126605e-05 -1.351869e-04 2.824644e-05 -5.966013e-05
## [11,] 2.646974e-04 -1.685975e-04 -5.523183e-04 1.153932e-04 -2.437464e-04
## [12,] 3.126610e-04 -1.991442e-04 -6.523893e-04 1.363040e-04 -2.879094e-04
## [13,] 7.607855e-09 -4.847048e-09 -1.587821e-08 3.316121e-09 -7.007230e-09
## [14,] 8.023149e-05 -5.109532e-05 -1.673892e-04 3.497933e-05 -7.387176e-05
## [15,] 1.827243e-05 -1.163813e-05 -3.812618e-05 7.965905e-06 -1.682568e-05
## [16,] 1.482852e-04 -9.444877e-05 -3.094104e-04 6.464428e-05 -1.365475e-04
## [17,] 3.516546e-04 -2.239768e-04 -7.337415e-04 1.533046e-04 -3.238116e-04
## [18,] 2.408469e-05 -1.535345e-05 -5.029204e-05 1.049473e-05 -2.219400e-05
## [19,] 1.412789e-04 -9.007793e-05 -2.950544e-04 6.155536e-05 -1.302075e-04
## [20,] 4.541497e-05 -2.894135e-05 -9.480471e-05 1.979290e-05 -4.183803e-05
## [21,] 1.616580e-05 -1.030061e-05 -3.374279e-05 7.045914e-06 -1.489101e-05
## [22,] 8.288255e-05 -5.278614e-05 -1.729274e-04 3.613420e-05 -7.631572e-05
## [23,] 3.140328e-04 -2.000066e-04 -6.552193e-04 1.369063e-04 -2.891589e-04
## [24,] 7.977821e-05 -5.081857e-05 -1.664777e-04 3.477721e-05 -7.346892e-05
## [25,] -2.378191e-09 1.511281e-09 4.952315e-09 -1.038075e-09 2.185703e-09
## [26,] 2.214015e+00 6.654389e-01 3.009365e-01 -3.726953e-05 7.867104e-05
## [27,] 6.654389e-01 2.243491e+00 -1.387682e-01 2.372207e-05 -5.010028e-05
## [28,] 3.009365e-01 -1.387682e-01 8.135514e-01 7.771922e-05 -1.641300e-04
## [29,] -3.726953e-05 2.372207e-05 7.771922e-05 3.522870e+00 9.663442e-02
## [30,] 7.867104e-05 -5.010028e-05 -1.641300e-04 9.663442e-02 2.932128e+00
## [31,] 3.802656e-05 -2.422695e-05 -7.936395e-05 8.593322e-02 -1.622633e-01
## [32,] 1.309073e-04 -8.337478e-05 -2.731347e-04 5.707049e-05 -1.205387e-04
## [33,] 9.231630e-05 -5.879247e-05 -1.926048e-04 4.024770e-05 -8.499981e-05
## [34,] -2.305463e-05 1.466732e-05 4.805652e-05 -1.005701e-05 2.120891e-05
## [35,] 1.011012e-04 -6.445847e-05 -2.111377e-04 4.405086e-05 -9.317519e-05
## [36,] 9.112283e-05 -5.804281e-05 -1.901447e-04 3.972345e-05 -8.391360e-05
## [37,] 3.508046e-04 -2.234763e-04 -7.320853e-04 1.529186e-04 -3.230786e-04
## [38,] -2.926104e-05 1.862771e-05 6.102764e-05 -1.275992e-05 2.693291e-05
## [39,] 5.345009e-05 -3.403850e-05 -1.115112e-04 2.330359e-05 -4.921189e-05
## [40,] 3.935168e-05 -2.506839e-05 -8.212153e-05 1.715379e-05 -3.624130e-05
## [41,] 8.028696e-06 -5.116192e-06 -1.675947e-05 3.499172e-06 -7.396090e-06
## [42,] 3.770260e-05 -2.400976e-05 -7.865685e-05 1.643799e-05 -3.471269e-05
## [43,] 3.357281e-05 -2.138329e-05 -7.005104e-05 1.463614e-05 -3.091462e-05
## [,31] [,32] [,33] [,34] [,35]
## [1,] 1.468618e-02 2.961513e-02 2.117168e-02 -6.465028e-03 -5.151206e-02
## [2,] -9.198231e-05 -3.165467e-04 -2.232155e-04 5.568592e-05 -2.447322e-04
## [3,] -1.804873e-05 -6.210514e-05 -4.379291e-05 1.092085e-05 -4.803411e-05
## [4,] 4.778317e-06 1.648219e-05 1.162778e-05 -2.922271e-06 1.264818e-05
## [5,] 9.636156e-10 3.323476e-09 2.344577e-09 -5.890146e-10 2.551356e-09
## [6,] -3.501673e-05 -1.204955e-04 -8.496695e-05 2.119088e-05 -9.318517e-05
## [7,] -1.326285e-04 -4.564178e-04 -3.218456e-04 8.028684e-05 -3.528908e-04
## [8,] 1.152053e-07 4.112706e-07 2.920409e-07 -8.118731e-08 2.812116e-07
## [9,] -3.943534e-05 -1.357172e-04 -9.570279e-05 2.387793e-05 -1.049149e-04
## [10,] -2.885160e-05 -9.928540e-05 -7.001134e-05 1.746353e-05 -7.677086e-05
## [11,] -1.178840e-04 -4.056458e-04 -2.860391e-04 7.133695e-05 -3.137132e-04
## [12,] -1.392399e-04 -4.791400e-04 -3.378642e-04 8.426599e-05 -3.705332e-04
## [13,] -3.389947e-09 -1.166237e-08 -8.223301e-09 2.049371e-09 -9.025850e-09
## [14,] -3.572072e-05 -1.229331e-04 -8.668788e-05 2.162860e-05 -9.503273e-05
## [15,] -8.137150e-06 -2.800124e-05 -1.974505e-05 4.924792e-06 -2.165321e-05
## [16,] -6.603845e-05 -2.272436e-04 -1.602399e-04 3.996392e-05 -1.757394e-04
## [17,] -1.566000e-04 -5.388861e-04 -3.799950e-04 9.477814e-05 -4.167172e-04
## [18,] -1.074406e-05 -3.694418e-05 -2.604733e-05 6.481028e-06 -2.863788e-05
## [19,] -6.304569e-05 -2.167542e-04 -1.528171e-04 3.800512e-05 -1.681019e-04
## [20,] -2.024592e-05 -6.963715e-05 -4.910014e-05 1.222832e-05 -5.393028e-05
## [21,] -7.204916e-06 -2.478442e-05 -1.747550e-05 4.353745e-06 -1.918763e-05
## [22,] -3.690449e-05 -1.270019e-04 -8.955632e-05 2.234134e-05 -9.819098e-05
## [23,] -1.398351e-04 -4.812118e-04 -3.393284e-04 8.464440e-05 -3.720769e-04
## [24,] -3.553548e-05 -1.222708e-04 -8.621741e-05 2.149723e-05 -9.458238e-05
## [25,] 1.054281e-09 3.635123e-09 2.564287e-09 -6.436196e-10 2.793211e-09
## [26,] 3.802656e-05 1.309073e-04 9.231630e-05 -2.305463e-05 1.011012e-04
## [27,] -2.422695e-05 -8.337478e-05 -5.879247e-05 1.466732e-05 -6.445847e-05
## [28,] -7.936395e-05 -2.731347e-04 -1.926048e-04 4.805652e-05 -2.111377e-04
## [29,] 8.593322e-02 5.707049e-05 4.024770e-05 -1.005701e-05 4.405086e-05
## [30,] -1.622633e-01 -1.205387e-04 -8.499981e-05 2.120891e-05 -9.317519e-05
## [31,] 7.249710e-01 -5.829186e-05 -4.110246e-05 1.024357e-05 -4.511281e-05
## [32,] -5.829186e-05 2.996833e+00 5.545486e-01 1.344694e-01 -1.551054e-04
## [33,] -4.110246e-05 5.545486e-01 2.807300e+00 2.729351e-02 -1.093539e-04
## [34,] 1.024357e-05 1.344694e-01 2.729351e-02 4.802983e-01 2.719897e-05
## [35,] -4.511281e-05 -1.551054e-04 -1.093539e-04 2.719897e-05 9.920419e-01
## [36,] -4.058555e-05 -1.396518e-04 -9.847404e-05 2.455592e-05 2.009834e-01
## [37,] -1.562784e-04 -5.376939e-04 -3.791427e-04 9.451755e-05 3.915921e-02
## [38,] 1.301770e-05 4.481539e-05 3.160419e-05 -7.893610e-06 3.460732e-05
## [39,] -2.379553e-05 -8.189483e-05 -5.774952e-05 1.440980e-05 -6.330252e-05
## [40,] -1.753036e-05 -6.031561e-05 -4.253024e-05 1.060269e-05 -4.666453e-05
## [41,] -3.578888e-06 -1.231025e-05 -8.679839e-06 2.161948e-06 -9.532551e-06
## [42,] -1.678446e-05 -5.776612e-05 -4.073484e-05 1.016461e-05 -4.465010e-05
## [43,] -1.495077e-05 -5.144800e-05 -3.627851e-05 9.048559e-06 -3.978443e-05
## [,36] [,37] [,38] [,39] [,40]
## [1,] -4.216952e-02 -1.641749e-01 -1.079299e-02 1.879519e-02 1.320884e-02
## [2,] -2.203700e-04 -8.484695e-04 7.072273e-05 -1.292327e-04 -9.517681e-05
## [3,] -4.323754e-05 -1.664798e-04 1.387311e-05 -2.535386e-05 -1.867478e-05
## [4,] 1.146487e-05 4.410950e-05 -3.694600e-06 6.734379e-06 4.948216e-06
## [5,] 2.311880e-09 8.894969e-09 -7.448562e-10 1.357868e-09 9.978376e-10
## [6,] -8.388788e-05 -3.229946e-04 2.691769e-05 -4.919178e-05 -3.623175e-05
## [7,] -3.177459e-04 -1.223394e-03 1.019701e-04 -1.863351e-04 -1.372338e-04
## [8,] 2.826218e-07 1.075499e-06 -9.660317e-08 1.699971e-07 1.207392e-07
## [9,] -9.448087e-05 -3.637665e-04 3.032347e-05 -5.540836e-05 -4.080543e-05
## [10,] -6.912043e-05 -2.661313e-04 2.218099e-05 -4.053349e-05 -2.985318e-05
## [11,] -2.824076e-04 -1.087360e-03 9.061693e-05 -1.656027e-04 -1.219740e-04
## [12,] -3.335719e-04 -1.284353e-03 1.070371e-04 -1.956074e-04 -1.440717e-04
## [13,] -8.119914e-09 -3.126654e-08 2.604408e-09 -4.760727e-09 -3.507290e-09
## [14,] -8.558114e-05 -3.295012e-04 2.746704e-05 -5.018905e-05 -3.696173e-05
## [15,] -1.949405e-05 -7.505766e-05 6.255438e-06 -1.143147e-05 -8.419559e-06
## [16,] -1.582050e-04 -6.091389e-04 5.076423e-05 -9.277119e-05 -6.832985e-05
## [17,] -3.751645e-04 -1.444490e-03 1.203865e-04 -2.199996e-04 -1.620350e-04
## [18,] -2.572694e-05 -9.907986e-05 8.244403e-06 -1.507848e-05 -1.111406e-05
## [19,] -1.509500e-04 -5.813682e-04 4.836008e-05 -8.846191e-05 -6.521345e-05
## [20,] -4.848842e-05 -1.867219e-04 1.554654e-05 -2.842471e-05 -2.094523e-05
## [21,] -1.725676e-05 -6.645100e-05 5.533988e-06 -1.011696e-05 -7.454055e-06
## [22,] -8.841495e-05 -3.404163e-04 2.837448e-05 -5.184945e-05 -3.818609e-05
## [23,] -3.350084e-04 -1.289864e-03 1.075074e-04 -1.964565e-04 -1.446900e-04
## [24,] -8.512623e-05 -3.277710e-04 2.731114e-05 -4.991513e-05 -3.676748e-05
## [25,] 2.528930e-09 9.730972e-09 -8.143674e-10 1.485049e-09 1.091614e-09
## [26,] 9.112283e-05 3.508046e-04 -2.926104e-05 5.345009e-05 3.935168e-05
## [27,] -5.804281e-05 -2.234763e-04 1.862771e-05 -3.403850e-05 -2.506839e-05
## [28,] -1.901447e-04 -7.320853e-04 6.102764e-05 -1.115112e-04 -8.212153e-05
## [29,] 3.972345e-05 1.529186e-04 -1.275992e-05 2.330359e-05 1.715379e-05
## [30,] -8.391360e-05 -3.230786e-04 2.693291e-05 -4.921189e-05 -3.624130e-05
## [31,] -4.058555e-05 -1.562784e-04 1.301770e-05 -2.379553e-05 -1.753036e-05
## [32,] -1.396518e-04 -5.376939e-04 4.481539e-05 -8.189483e-05 -6.031561e-05
## [33,] -9.847404e-05 -3.791427e-04 3.160419e-05 -5.774952e-05 -4.253024e-05
## [34,] 2.455592e-05 9.451755e-05 -7.893610e-06 1.440980e-05 1.060269e-05
## [35,] 2.009834e-01 3.915921e-02 3.460732e-05 -6.330252e-05 -4.666453e-05
## [36,] 6.226124e-01 -5.444456e-02 3.119497e-05 -5.701133e-05 -4.199313e-05
## [37,] -5.444456e-02 1.080401e+00 1.200930e-04 -2.195008e-04 -1.616934e-04
## [38,] 3.119497e-05 1.200930e-04 1.658951e+00 1.023397e-02 3.938602e-01
## [39,] -5.701133e-05 -2.195008e-04 1.023397e-02 1.652917e+00 8.236137e-02
## [40,] -4.199313e-05 -1.616934e-04 3.938602e-01 8.236137e-02 8.104469e-01
## [41,] -8.571532e-06 -3.300735e-05 2.748412e-06 -5.024900e-06 -3.702551e-06
## [42,] -4.021390e-05 -1.548281e-04 1.290745e-05 -2.358409e-05 -1.736782e-05
## [43,] -3.581733e-05 -1.379069e-04 1.149341e-05 -2.100358e-05 -1.546965e-05
## [,41] [,42] [,43]
## [1,] 3.778527e-03 1.895859e-02 1.661573e-02
## [2,] -1.942469e-05 -9.115696e-05 -8.118538e-05
## [3,] -3.811799e-06 -1.788378e-05 -1.592845e-05
## [4,] 1.007582e-06 4.750658e-06 4.226111e-06
## [5,] 2.032086e-10 9.578814e-10 8.521662e-10
## [6,] -7.395197e-06 -3.469831e-05 -3.090405e-05
## [7,] -2.800859e-05 -1.314352e-04 -1.170586e-04
## [8,] 2.374837e-08 1.200760e-07 1.050486e-07
## [9,] -8.327701e-06 -3.908348e-05 -3.480753e-05
## [10,] -6.092999e-06 -2.859108e-05 -2.546405e-05
## [11,] -2.489607e-05 -1.168108e-04 -1.040379e-04
## [12,] -2.940597e-05 -1.379752e-04 -1.228871e-04
## [13,] -7.160310e-10 -3.358035e-09 -2.991181e-09
## [14,] -7.543279e-06 -3.540192e-05 -3.152879e-05
## [15,] -1.718463e-06 -8.063402e-06 -7.181589e-06
## [16,] -1.394670e-05 -6.543783e-05 -5.828223e-05
## [17,] -3.307194e-05 -1.551808e-04 -1.382102e-04
## [18,] -2.270102e-06 -1.063558e-05 -9.476030e-06
## [19,] -1.332215e-05 -6.239607e-05 -5.559751e-05
## [20,] -4.276951e-06 -2.004954e-05 -1.786106e-05
## [21,] -1.521934e-06 -7.136088e-06 -6.356817e-06
## [22,] -7.793465e-06 -3.657306e-05 -3.257246e-05
## [23,] -2.953075e-05 -1.385744e-04 -1.234178e-04
## [24,] -7.505135e-06 -3.520843e-05 -3.135963e-05
## [25,] 2.223695e-10 1.047587e-09 9.321057e-10
## [26,] 8.028696e-06 3.770260e-05 3.357281e-05
## [27,] -5.116192e-06 -2.400976e-05 -2.138329e-05
## [28,] -1.675947e-05 -7.865685e-05 -7.005104e-05
## [29,] 3.499172e-06 1.643799e-05 1.463614e-05
## [30,] -7.396090e-06 -3.471269e-05 -3.091462e-05
## [31,] -3.578888e-06 -1.678446e-05 -1.495077e-05
## [32,] -1.231025e-05 -5.776612e-05 -5.144800e-05
## [33,] -8.679839e-06 -4.073484e-05 -3.627851e-05
## [34,] 2.161948e-06 1.016461e-05 9.048559e-06
## [35,] -9.532551e-06 -4.465010e-05 -3.978443e-05
## [36,] -8.571532e-06 -4.021390e-05 -3.581733e-05
## [37,] -3.300735e-05 -1.548281e-04 -1.379069e-04
## [38,] 2.748412e-06 1.290745e-05 1.149341e-05
## [39,] -5.024900e-06 -2.358409e-05 -2.100358e-05
## [40,] -3.702551e-06 -1.736782e-05 -1.546965e-05
## [41,] 1.649536e+00 4.990849e-01 -1.764443e-01
## [42,] 4.990849e-01 2.773029e+00 7.582299e-02
## [43,] -1.764443e-01 7.582299e-02 9.311637e-01
##
## Model rank = 897 / 897
##
## Basis dimension (k) checking results. Low p-value (k-index<1) may
## indicate that k is too low, especially if edf is close to k'.
##
## k' edf k-index p-value
## s(bb.sp) 14.00 12.54 NA NA
## te(yday,elev.mean):bb.spbss 63.00 27.31 0.85 <2e-16 ***
## te(yday,elev.mean):bb.spgers 63.00 4.13 0.85 <2e-16 ***
## te(yday,elev.mean):bb.sphort 63.00 24.22 0.85 <2e-16 ***
## te(yday,elev.mean):bb.spjone 63.00 13.57 0.85 <2e-16 ***
## te(yday,elev.mean):bb.splapi 63.00 5.01 0.85 <2e-16 ***
## te(yday,elev.mean):bb.spmend 63.00 10.27 0.85 <2e-16 ***
## te(yday,elev.mean):bb.spmont 63.00 5.75 0.85 <2e-16 ***
## te(yday,elev.mean):bb.spmuci 63.00 4.91 0.85 <2e-16 ***
## te(yday,elev.mean):bb.sppasc 63.00 24.28 0.85 <2e-16 ***
## te(yday,elev.mean):bb.spprat 63.00 25.48 0.85 <2e-16 ***
## te(yday,elev.mean):bb.sppsit 63.00 23.22 0.85 <2e-16 ***
## te(yday,elev.mean):bb.sppyre 63.00 7.20 0.85 <2e-16 ***
## te(yday,elev.mean):bb.spsoro 63.00 21.61 0.85 <2e-16 ***
## te(yday,elev.mean):bb.spwurf 63.00 23.81 0.85 <2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.

bb_abund.2012.sum <- summary(bb_abund.2012)
print(plot(bb_abund.2012, allTerms = TRUE), pages = 1)

bb_abund.2012.ck <- check2D(bb_abund.2012, x1 = "yday", x2 = "elev.mean") # See if there is any spatiotemporal pattern to the residuals